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1

Mizushima, Eiji. "Qu'est-ce qu'un Le point de vue d'un Japonais »musée intelligent«?" Museum International (Edition Francaise) 41, no. 4 (April 24, 2009): 240. http://dx.doi.org/10.1111/j.1755-5825.1989.tb01223.x.

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2

Helzerman, R. A., and M. P. Harper. "MUSE CSP: An Extension to the Constraint Satisfaction Problem." Journal of Artificial Intelligence Research 5 (November 1, 1996): 239–88. http://dx.doi.org/10.1613/jair.298.

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This paper describes an extension to the constraint satisfaction problem (CSP) called MUSE CSP (MUltiply SEgmented Constraint Satisfaction Problem). This extension is especially useful for those problems which segment into multiple sets of partially shared variables. Such problems arise naturally in signal processing applications including computer vision, speech processing, and handwriting recognition. For these applications, it is often difficult to segment the data in only one way given the low-level information utilized by the segmentation algorithms. MUSE CSP can be used to compactly represent several similar instances of the constraint satisfaction problem. If multiple instances of a CSP have some common variables which have the same domains and constraints, then they can be combined into a single instance of a MUSE CSP, reducing the work required to apply the constraints. We introduce the concepts of MUSE node consistency, MUSE arc consistency, and MUSE path consistency. We then demonstrate how MUSE CSP can be used to compactly represent lexically ambiguous sentences and the multiple sentence hypotheses that are often generated by speech recognition algorithms so that grammar constraints can be used to provide parses for all syntactically correct sentences. Algorithms for MUSE arc and path consistency are provided. Finally, we discuss how to create a MUSE CSP from a set of CSPs which are labeled to indicate when the same variable is shared by more than a single CSP.
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3

Phunaploy, Sathiya, Prachyanun Nilsook, and Jarumon Nookhong. "Effects of AL-MIAP-based Learning Management to Promote Digital Intelligence for Undergraduate." Multidisciplinary Journal for Education, Social and Technological Sciences 8, no. 1 (April 1, 2021): 13. http://dx.doi.org/10.4995/muse.2021.14048.

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<p>This paper has two main aims: the first is to study pre- and post- leaning achievement utilizing AL MIAP to promote copyright digital intelligence for Suan Suan Sunandha Rajabhat University undergraduate students; and the three is to investigate the appropriateness of leaning management adopting an AL MIAP leaning model to promote the students’ digital intelligence. An AL MIAP learning model was utilized in the processes to promote five digital intelligence skills, i.e. respecting copyright, prevention, checking before sharing, threat awareness and using safely. Fifty-eight Suan Sunandha Rajabhat University undergraduate students in the three year enrolled in the introduction to digital economy course and were selected in a sample group. The tools were: Kahoot!, Google Forms, content network chart, pre- and post-test, digital media copyright test and the AL MIAP learning model. Percentage, mean, S.D, and T-test were applied in the research. The study revealed that the post-learning achievement was better that the pre-learning achievement with statistical significance at 0.01; the students gained total scores of 17.06, which was 7.16 points higher than the pre-learning scores, signifying that their digital intelligence skills were better. As for AL MIAP leaning model, it revealed that this model was appropriate at the highest level. </p>
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4

Nkambou, Roger, Janie Brisson, Ange Tato, and Serge Robert. "Learning Logical Reasoning Using an Intelligent Tutoring System: A Hybrid Approach to Student Modeling." Proceedings of the AAAI Conference on Artificial Intelligence 37, no. 13 (June 26, 2023): 15930–37. http://dx.doi.org/10.1609/aaai.v37i13.26891.

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In our previous works, we presented Logic-Muse as an Intelligent Tutoring System that helps learners improve logical reasoning skills in multiple contexts. Logic-Muse components were validated and argued by experts throughout the designing process (ITS researchers, logicians, and reasoning psychologists). A catalog of reasoning errors (syntactic and semantic) has been established, in addition to an explicit representation of semantic knowledge and the structures and meta-structures underlying conditional reasoning. A Bayesian network with expert validation has been developed and used in a Bayesian Knowledge Tracing (BKT) process that allows the inference of the learner skills. This paper presents an evaluation of the learner-model components in Logic-Muse (a bayesian learner model). We conducted a study and collected data from nearly 300 students who processed 48 reasoning activities. These data were used to develop a psychometric model for initializing the learner's model and validating the structure of the initial Bayesian network. We have also developed a neural architecture on which a model was trained to support a deep knowledge tracing (DKT) process. The proposed neural architecture improves the initial version of DKT by allowing the integration of expert knowledge (through the Bayesian Expert Validation Network) and allowing better generalization of knowledge with few samples. The results show a significant improvement in the predictive power of the learner model. The analysis of the results of the psychometric model also illustrates an excellent potential for improving the Bayesian network's structure and the learner model's initialization process.
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5

Li, Boning, Jinsha Liu, and Jianting Cao. "Robotic Motion Control via P300-based Brain-Computer Interface System." INTERNATIONAL JOURNAL OF COMPUTERS & TECHNOLOGY 23 (November 6, 2023): 105–15. http://dx.doi.org/10.24297/ijct.v23i.9538.

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BCI have ignited extensive research interest in fields such as neuroscience, artificial intelligence, and biomedical engineering, as they offer an opportunity to interact directly with the external environment brain signals. Despite the immense potential for applications, practical use of BCI still faces several challenges, including equipment cost and operational complexity. This study aims to develop a Brain-Computer Interface system based on P300 visual stimuli, utilizing a low-cost, user-friendly portable Muse EEG equipment for data acquisition. We designed and implemented a P300 visual stimulator in a 3x3 grid pattern, acquire the user's EEG signals using the Muse EEG equipment, and classify the data using a SVM classifier, ultimately realizing control over robot movement. Offline experimental results demonstrated an accuracy of 84.1% for the classifier under offline stage, while online stage achieved a successful execution rate of 81.2%. These findings substantiate the feasibility and potential of using low-cost, portable devices like the Muse EEG equipment for BCI research, opening new avenues in the field.
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6

Sánchez-Sordo, José Manuel. "Data mining techniques for the study of online learning from an extended approach." Multidisciplinary Journal for Education, Social and Technological Sciences 6, no. 1 (May 20, 2019): 1. http://dx.doi.org/10.4995/muse.2019.11482.

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<p class="Textoindependiente21">In the latest years information technologies have impacted society changing the way human beings learn, and because of that it is necessary to study the intimate relationship between humans and their technological tools. On this path the extended mind thesis posits human cognition as a process that occurs in conjunction between biological and non-biological components, furthermore Connectivism is stated as a learning theory for the digital age. Based on such approaches this work presents a summary of a research whose objective was to know how people extend their cognitive processes with the aim of learning through the internet. Methodologically, an artificial intelligence algorithm for supervised learning (J48) was used to analyze the data of 336 participants with the aim of obtaining classification rules (patterns) of internet use. Finally, the results show that people who report visiting specialized websites, read electronic books and take into account the spelling of the resources they are looking at on the internet are the ones with optimal strategies for learning online.</p>
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7

Khasawneh, Mohamad. "The level of psychological and docial adjustment among a sample of persons with learning disabilities in Asir Region in light of some variables." Multidisciplinary Journal for Education, Social and Technological Sciences 7, no. 2 (October 6, 2020): 61. http://dx.doi.org/10.4995/muse.2020.14111.

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<p>This study aimed at investigating the level of psychological and social adjustment in relation to the grade and type of learning disability among persons with learning disabilities in the Asir region. The study was applied to a sample of (350) students studying in schools in the Department of Education in Asir. The sample responded to the psychological and social adjustment scale developed as a tool of the study. The results showed that the level of psychological and social adjustment came with a medium degree, as well as the absence of statistically significant differences in the level of psychological and social adjustment students in the basic stage. In light of the results, the researcher recommended preparing awareness programs for teachers of learning disabilities to identify the various indicators that accompany the phenomenon of psychological and social adjustment for persons with learning disabilities. The study also recommends conducting more studies on psychological and social adjustment and its relationship to other variables, such as emotional intelligence.</p>
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8

Dieber, Jürgen, and Sabrina Kirrane. "A novel model usability evaluation framework (MUsE) for explainable artificial intelligence." Information Fusion 81 (May 2022): 143–53. http://dx.doi.org/10.1016/j.inffus.2021.11.017.

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9

Takadama, Keiki. "Selected Papers from i-SAIRAS 2010." Journal of Advanced Computational Intelligence and Intelligent Informatics 15, no. 8 (October 20, 2011): 1139. http://dx.doi.org/10.20965/jaciii.2011.p1139.

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This special issue features the selected papers from i-SAIRAS 2010 (The 10th International Symposium on Artificial Intelligence, Robotics and Automation in Space) at Sapporo, Japan on August 29 - September 1, 2010), which explores the technology of Artificial Intelligence (AI), Automation and Robotics, and its application in space. In the AI domain, in particular, i-SAIRAS focuses on the following issues: (1) spacecraft autonomy (e.g., inboard software for mission planning and execution, resource management, fault protection, science data analysis, guidance, navigation and control, smart sensors, testing and validation, architectures); (2) mission operations automation (e.g., decision support tools for mission planning and scheduling, anomaly detection and fault analysis, innovative operations concepts, data visualization, secure commanding and networking); (3) design tools and optimization methods, electronic documentation; and (4) AI methods (e.g., automated planning and scheduling, agents model-based reasoning, machine learning and data mining). In the selection process for JACIII (Journal of Advanced Computational Intelligence and Intelligent Informatics), 13 papers were firstly nominated from 133 oral presentation papers as outstanding AI-related papers by i-SAIRAS International Committee, and 6 papers were finally accepted through the two-stages of pear-reviews. All papers were reviewed by three reviewers. As the brief introduction of these papers, the paper by Mark Johnston and Mark Giuliano presents an architecture called MUSE (Multi-User Scheduling Environment) to integrate multi-objective evolutionary algorithms with existing domain planning and scheduling tools. The second paper by Amdeo Cesta et al. discusses general lessons learned from a series of deployed planning and scheduling systems. The third paper by Alessandro Donati et al. spotlights specific achievements and trends in the area of spacecraft diagnosis and mission planning and scheduling. The fourth paper by Cedric Cocaud and Takashi Kubota proposes the system that provides position and attitude information to a spacecraft during its approach descent and landing phase toward the surface of an asteroid. The firth paper by Tomohiro Harada et al. studies On-Board Computer which evolves computer programs through the bit inversion and analyzes its robustness to the bit inversion. Finally, the last paper by Masayuki Otani et al. explores the distributed control of the multiple robots which may be broken in the assembly of space solar power satellite. The editor hopes that these papers would help for readers to capture the state-of-art of AI technology in space.
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10

Church, Kenneth Ward. "Benchmarks and goals." Natural Language Engineering 26, no. 5 (August 10, 2020): 579–92. http://dx.doi.org/10.1017/s1351324920000418.

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AbstractBenchmarks can be a useful step toward the goals of the field (when the benchmark is on the critical path), as demonstrated by the GLUE benchmark, and deep nets such as BERT and ERNIE. The case for other benchmarks such as MUSE and WN18RR is less well established. Hopefully, these benchmarks are on a critical path toward progress on bilingual lexicon induction (BLI) and knowledge graph completion (KGC). Many KGC algorithms have been proposed such as Trans[DEHRM], but it remains to be seen how this work improves WordNet coverage. Given how much work is based on these benchmarks, the literature should have more to say than it does about the connection between benchmarks and goals. Is optimizing P@10 on WN18RR likely to produce more complete knowledge graphs? Is MUSE likely to improve Machine Translation?
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11

Li, Yanjing, and Xinyuan Liu. "An Intelligent Music Production Technology Based on Generation Confrontation Mechanism." Computational Intelligence and Neuroscience 2022 (February 10, 2022): 1–10. http://dx.doi.org/10.1155/2022/5083146.

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In recent years, with the development of deep neural network becoming more and more mature, especially after the proposal of generative confrontation mechanism, academia has made many achievements in the research of image, video and text generation. Therefore, scholars began to use similar attempts in the research of music generation. Therefore, based on the existing theoretical technology and research work, this paper studies music production, and then proposes an intelligent music production technology based on generation confrontation mechanism to enrich the research in the field of computer music generation. This paper takes the music generation method based on generation countermeasure mechanism as the research topic, and mainly studies the following: after studying the existing music generation model based on generation countermeasure network, a time structure model for maintaining music coherence is proposed. In music generation, avoid manual input and ensure the interdependence between tracks. At the same time, this paper studies and implements the generation method of discrete music events based on multi track, including multi track correlation model and discrete processing. The lakh MIDI data set is studied. On this basis, the lakh MIDI is pre-processed to obtain the LMD piano roll data set, which is used in the music generation experiment of MCT-GAN. When studying the multi track music generation based on generation countermeasure network, this paper studies and analyzes three models, and puts forward the multi track music generation method based on CT-GAN, which mainly improves the existing music generation model based on GAN. Finally, the generation results of MCT-GAN are compared with those of Muse-GAN, so as to reflect the improvement effect of MCT-GAN. Select 20 auditees to listen to the generated music and real music and distinguish them. Finally, analyze them according to the evaluation results. After evaluation, it is concluded that the research effect of multi track music generation based on CT-GAN is improved.
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12

Burns, Kevin. "Computing the creativeness of amusing advertisements: A Bayesian model of Burma-Shave's muse." Artificial Intelligence for Engineering Design, Analysis and Manufacturing 29, no. 1 (December 2, 2014): 109–28. http://dx.doi.org/10.1017/s0890060414000699.

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AbstractHow do humans judge the creativeness of an artwork or other artifact? This article suggests that such judgments are based on the pleasures of an aesthetic experience, which can be modeled as a mathematical product of psychological arousal and appraisal. The arousal stems from surprise, and is computed as a marginal entropy using information theory. The appraisal assigns meaning, by which the surprise is resolved, and is computed as a posterior probability using Bayesian theory. This model is tested by obtaining human ratings of surprise, meaning, and creativeness for artifacts in a domain of advertising design. The empirical results show that humans do judge creativeness as a product of surprise and meaning, consistent with the computational model of arousal and appraisal. Implications of the model are discussed with respect to advancing artificial intelligence in the arts as well as improving the computational evaluation of creativity in engineering and design.
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13

Lyons, Sara. "“You Must Be as Clever as We Think You”: Assessing Intelligence in Henry James’sThe Tragic Muse." Modern Philology 115, no. 1 (August 2017): 105–30. http://dx.doi.org/10.1086/691594.

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14

Kearns, William, Megan Laine, Esther Oh, Hilaire Thompson, and George Demiris. "278 Understanding Perspectives on Artificial Intelligence Technologies for Sleep Self-Management." Sleep 44, Supplement_2 (May 1, 2021): A111. http://dx.doi.org/10.1093/sleep/zsab072.277.

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Abstract Introduction Until recently, understanding one’s sleep activity relied on technology only available in sleep labs with data analyzed by experts. Transitioning this technology from the lab to natural environments results in noisy data. Fortunately, advances in signal processing through Artificial Intelligence (AI) have made these technologies accessible to consumers. This study seeks to provide recommendations that address user preferences and concerns related to sleep self-management devices and software that leverage AI, as they have the potential to increase both the quantity and quality of sleep data available to researchers. Methods We assigned adult participants (N=25) with Pittsburgh Sleep Quality Index scores ≥ 5 (indicating low sleep quality) to one of four focus group sessions based on their self-reported prior use of sleep technologies. After a short demonstration, the moderator solicited participant feedback on devices and software in each of the following four categories: • headbands (Beddr, Dreem 2, Muse S) • sleep tracking mats (Withings) • snoring detectors (Smart Nora) • mobile applications (Sleep Cycle Alarm Clock, Sleep Score, Do I Snore, Sleep Rate) Results Participants anticipated discomfort from wearing headbands and placing snoring detectors under their pillow, although a subset of participants indicated that they would be willing to sacrifice comfort in exchange for improved accuracy. Conversely, participants were interested in sleep tracking pads since they could passively collect sleep data without additional burden. Similarly, participants viewed mobile applications positively due to their ability to collect sleep data from a nightstand rather than being attached to the participant; however, there were concerns about remembering to activate these applications. Conclusion Based on these results, we recommend using sleep tracking mats to collect patient-generated sleep data due to their ease of use and relative comfort, the main concerns related to lab-based sleep study participation. As a passive sensor, these require the least setup and support consistent data collection. Other devices run the risk of participants forgetting to use the device or becoming removed during the night resulting in missing data. By leveraging these existing technologies for remote sleep studies, researchers can increase recruitment and accessibility to promote sleep research participant diversity. Support (if any):
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15

Selaković, Kristinka. "UMETNIČKO DELO KAO POKRETAČ METAKOGNITIVNIH STRATEGIJA UČENjA." Узданица XX, no. 1 (2023): 229–40. http://dx.doi.org/10.46793/uzdanica20.1.229s.

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This paper deals with the question of how a work of art, implemented in art education lessons, can help lower elementary school students develop metacognitive learning strategies with an emphasis on both their own learning and learning of others. Metacognitive activities related to art encourage students to explore, reflect and learn about their personal knowledge. The contribution of cognitive and affective aspects of learning in teaching art through observation and study of a work of art can be explained using the American psychologist Gardner’s theory of multiple intelligences and the principle of the entry points. Gardner’s understanding of intelligence is useful when planning activities in an art class, or in a museum when studying a work of art. In addition, the paper presents the re- search of Jessica Davis, Gardner’s collaborator, member of the Project Zero team and the creator of the MUSE Project. She organized collaboration between schools and museums, pointing out the great educational potential of museums. The research results have shown that a successful communication through well-designed questions based on the entry points has a positive effect on the development of children’s thinking, exchange of experiences and cooperation during learning. The entry points method can be implemented into teaching, which would improve the curriculum aimed at developing metacognitive learning, encour- aging students to be active and have self-initiative in teaching.
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16

PONTELLI, ENRICO, KAREN VILLAVERDE, HAI-FENG GUO, and GOPAL GUPTA. "PALS: Efficient Or-Parallel execution of Prolog on Beowulf clusters." Theory and Practice of Logic Programming 7, no. 6 (November 2007): 633–95. http://dx.doi.org/10.1017/s1471068406002985.

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AbstractThis paper describes the development of thePALSsystem, an implementation of Prolog capable of efficiently exploiting or-parallelism ondistributed-memoryplatforms—specifically Beowulf clusters. PALS makes use of a novel technique, calledincremental stack-splitting. The technique proposed builds on the stack-splitting approach, previously described by the authors and experimentally validated on shared-memory systems, which in turn is an evolution of the stack-copying method used in a variety of parallel logic and constraint systems—e.g., MUSE, YAP, and Penny. The PALS system is the first distributed or-parallel implementation of Prolog based on the stack-splitting method ever realized. The results presented confirm the superiority of this method as a simple yet effective technique to transition from shared-memory to distributed-memory systems. PALS extends stack-splitting by combining it with incremental copying; the paper provides a description of the implementation of PALS, including details of how distributed scheduling is handled. We also investigate methodologies to effectively support order-sensitive predicates (e.g., side-effects) in the context of the stack-splitting scheme. Experimental results obtained from running PALS on both Shared Memory and Beowulf systems are presented and analyzed.
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17

Novak, Snizhana. "IMAGE OF THE UKRAINIAN EMIGRANT IN THE SMALL PROSE OF VOLODYMYR BIRCHAK." Polish Studies of Kyiv, no. 35 (2019): 267–71. http://dx.doi.org/10.17721/psk.2019.35.267-271.

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The article analyzes the peculiarities of the formation of V. Birchak a collective image of a nationally conscious Ukrainian-emigrant, endowed with many virtues and disadvantages, forced to overcome the challenges of the emigrant fate. Considered the writer’s understanding of the events of the life of Ukrainian emigration after the defeat of the national liberation struggles of 1918 – 1920, in which the prose writer also participated directly, because of which he also lived and worked on emigration. Volodymyr Birchak (1881– 1952) is one of the founders of the Lviv Modernist literary group Young Muse (1906 – 1014), a Galician, a writer-pedagogue who directly participated in the national liberation struggle of Ukrainians from 1918 to 1920, and after the defeat was forced was to emigrate to Transcarpathia, which then belonged to Czechoslovakia. The writer’s close and understandable were the experiences and wandering of Ukrainian emigrants who sought salvation from the Moscow invasion beyond their native land without livelihood, without the possibility of obtaining citizenship, finding a job, adapting to life without the glow of enemy bullets. The article deals with the collection of stories “The Golden Violin” (1937) and the story “The Emigrant” (1941), which was not included in the collections. The composite-organizing components of many of these stories are trials that fell to the fate of the heroes. The motive of the road, present in the small prose of V. Birchak of the 20’s and 40’s of the twentieth century, is a motive of emigrant hardships, searching for himself in a new, non-hostile world. All the prose works of V. Birchak confirm his views on the important role in the history of the state creation of each strong person, and not the crowd. The author in many of his stories skillfully depicts the customization of emigre heroes under the inadequate claims that seem to be invented deliberately to mock exiles from Ukraine: as a rule, educated, intelligent, educated, patient in the experience of difficulties, able to adapt and continuously teach something new , responsible and decent in the relationship with the environment. They do not have excessive pride, do not show self-defeatism, do not declare their exclusiveness, as former fighters for the freedom of Ukraine. They also do not squeal, but engage in everyday work to survive until the time comes again to take up arms and win. Survive in difficulty, poverty, humiliation of their dignity helps optimism.
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18

Artizov, A. N., and S. V. Kudryashov. "French Documents on the Beginning of the World War II." MGIMO Review of International Relations, no. 3(66) (July 28, 2019): 202–46. http://dx.doi.org/10.24833/2071-8160-2019-3-66-202-246.

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The Federal archival agency, the Russian Ministry of foreign affairs and the Russian Historical Society organized in 2018 a large-scale historical documentary project (an exhibition and online publication) on the background and consequences of the Munich Agreement (November 1937 – March 1938)11 This year marked by the 80th anniversary of the beginning of Second World War the project is to be continued in the form of an exhibition and an online publication of archival documents. We offer our readers some French documents. They are stored at the Russian State Military Archive in the fund «The Ministry of War of France. Military districts, fortified areas, army, corps, divisions, regiments, brigades, military educational institutions and other military organizations» (RGVA. F. 198k).) The fund contains materials on the activities of the French highest military bodies and their units, as well as documents on the headquarters and garrisons of the French military fortresses. These documents were moved from Germany to Moscow after the end of World War II and subsequently were incorporated into the foreign funds of RGVA. In 1993–1994 on the basis of bilateral intergovernmental agreement on cooperation in the field of state archives, identification and return of archival documents and on the basis of the Federal Law of April 15, 1998 No. 64-ФЗ «On Cultural Values Moved to the USSR as a Result of the Second World War and Located on the territory of the Russian Federation» the documents of the 198k fund were transferred to France. The most valuable of the them were microfilmed; their copies are kept in the RGVA on the rights of originals. The two documents being published in this issue of MGIMO Review of International Relations are part of the 198k fund (second inventory), containing documents from French military attachés in European countries, which focus on their political and economic situation, armed forces, countries occupied by Germany, foreign and domestic USSR policy, the state of the Red Army, as well as intelligence reports of the 2nd bureau of the General Staff of the French army. Both documents: Note by the French military attaché in the USSR O.-A. Palace to the Minister of National Defense and the Minister of War of France E. Daladier about the strategic situation in Eastern Europe and its influence on the position of the USSR government on the conclusion of the Anglo-Franco-Soviet agreement on mutual assistance of July 13, 1939 (RGVA. F. 198. Op. 2. D. 466. L. 43–50) and the Report of the French Military Attaché in Poland F. Musse to the Minister of National Defense and the Minister of War of France E. Daladier on the influence of Poland on the course and results of the Anglo-French-Soviet negotiations of August 24, 1939 (RGVA. F. 198k. Op.2. D. 292. L. 148–166) are published in Russian translation for the first time.
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19

"« musé intelligent »?" Museum International (Edition Francaise) 41, no. 4 (April 24, 2009): 241–43. http://dx.doi.org/10.1111/j.1755-5825.1989.tb01224.x.

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20

Malevé, Nicolas. "On the data set’s ruins." AI & SOCIETY, November 11, 2020. http://dx.doi.org/10.1007/s00146-020-01093-w.

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Abstract Computer vision aims to produce an understanding of digital image’s content and the generation or transformation of images through software. Today, a significant amount of computer vision algorithms rely on techniques of machine learning which require large amounts of data assembled in collections, or named data sets. To build these data sets a large population of precarious workers label and classify photographs around the clock at high speed. For computers to learn how to see, a scale articulates macro and micro dimensions: the millions of images culled from the internet with the few milliseconds given to the workers to perform a task for which they are paid a few cents. This paper engages in details with the production of this scale and the labour it relies on: its elaboration. This elaboration does not only require hands and retinas, it also crucially zes mobilises the photographic apparatus. To understand the specific character of the scale created by computer vision scientists, the paper compares it with a previous enterprise of scaling, Malraux’s Le Musée Imaginaire, where photography was used as a device to undo the boundaries of the museum’s collection and open it to an unlimited access to the world’s visual production. Drawing on Douglas Crimp’s argument that the “musée imaginaire”, a hyperbole of the museum, relied simultaneously on the active role of the photographic apparatus for its existence and on its negation, the paper identifies a similar problem in computer vision’s understanding of photography. The double dismissal of the role played by the workers and the agency of the photographic apparatus in the elaboration of computer vision foreground the inherent fragility of the edifice of machine vision and a necessary rethinking of its scale.
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21

Webb, P. Taylor, Marcelina Piotrowski, and Petra Mikulan. "Contagious Education." Matter: Journal of New Materialist Research 3, no. 1 (February 25, 2022). http://dx.doi.org/10.1344/jnmr.v3i1.38965.

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The use of data to govern education is increasingly supported by the use of knowledge-based technologies, including algorithms, artificial intelligence (AI), and tracking technologies. Rather than accepting these technologies as possibilities to improve, reform, or more efficiently practice education, this intra-view discusses how these technologies portend possibilities to escape education. The intra-view revolves around Luciana Parisi’s idea of “digital contagions” and participants muse about the contagious opportunities to escape the biopolitical, colonial, and historical rationalities that contemporary education now uses to govern populations in ways that are automated, modulated, and wearable.
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Moya, Diego, Dennis Copara, Alexis Olivo, Christian Castro, Sara Giarola, and Adam Hawkes. "MUSE-RASA captures human dimension in climate-energy-economic models via global geoAI-ML agent datasets." Scientific Data 10, no. 1 (October 12, 2023). http://dx.doi.org/10.1038/s41597-023-02529-w.

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AbstractThis article provides a combined geospatial artificial intelligence-machine learning, geoAI-ML, agent-based, data-driven, technology-rich, bottom-up approach and datasets for capturing the human dimension in climate-energy-economy models. Seven stages were required to conduct this study and build thirteen datasets to characterise and parametrise geospatial agents in 28 regions, globally. Fundamentally, the methodology starts collecting and handling data, ending with the application of the ModUlar energy system Simulation Environment (MUSE), ResidentiAl Spatially-resolved and temporal-explicit Agents (RASA) model. MUSE-RASA uses AI-ML-based geospatial big data analytics to define eight scenarios to explore long-term transition pathways towards net-zero emission targets by mid-century. The framework and datasets are key for climate-energy-economy models considering consumer behaviour and bounded rationality in more realistic decision-making processes beyond traditional approaches. This approach defines energy economic agents as heterogeneous and diverse entities that evolve in space and time, making decisions under exogenous constraints. This framework is based on the Theory of Bounded Rationality, the Theory of Real Competition, the theoretical foundations of agent-based modelling and the progress on the combination of GIS-ABM.
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Yan, Dengcheng, Youwen Zhang, Wenxin Xie, Ying Jin, and Yiwen Zhang. "MUSE: Multi-faceted Attention for Signed Network Embedding." Neurocomputing, November 2022. http://dx.doi.org/10.1016/j.neucom.2022.11.021.

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Tato, Ange, and Roger Nkambou. "Infusing Expert Knowledge Into a Deep Neural Network Using Attention Mechanism for Personalized Learning Environments." Frontiers in Artificial Intelligence 5 (June 3, 2022). http://dx.doi.org/10.3389/frai.2022.921476.

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Machine learning models are biased toward data seen during the training steps. The models will tend to give good results in classes where there are many examples and poor results in those with few examples. This problem generally occurs when the classes to predict are imbalanced and this is frequent in educational data where for example, there are skills that are very difficult or very easy to master. There will be less data on students that correctly answered questions related to difficult skills and who incorrectly answered those related to skills easy to master. In this paper, we tackled this problem by proposing a hybrid architecture combining Deep Neural Network architectures— especially Long Short-Term Memory (LSTM) and Convolutional Neural Networks (CNN)—with expert knowledge for user modeling. The proposed solution uses attention mechanism to infuse expert knowledge into the Deep Neural Network. It has been tested in two contexts: knowledge tracing in an intelligent tutoring system (ITS) called Logic-Muse and prediction of socio-moral reasoning in a serious game called MorALERT. The proposed solution is compared to state-of-the-art machine learning solutions and experiments show that the resulting model can accurately predict the current student's knowledge state (in Logic-Muse) and thus enable an accurate personalization of the learning process. Other experiments show that the model can also be used to predict the level of socio-moral reasoning skills (in MorALERT). Our findings suggest the need for hybrid neural networks that integrate prior expert knowledge (especially when it is necessary to compensate for the strong dependency—of deep learning methods—on data size or the possible unbalanced datasets). Many domains can benefit from such an approach to building models that allow generalization even when there are small training data.
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Zainab, Rida, and Muhammad Majid. "Emotion Recognition based on EEG Signals in Response to Bilingual Music Tracks." International Arab Journal of Information Technology 18, no. 3 (May 1, 2021). http://dx.doi.org/10.34028/iajit/18/3/4.

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Emotions are vital for communication in daily life and their recognition is important in the field of artificial intelligence. Music help evoking human emotions and brain signals can effectively describe human emotions. This study utilized Electroencephalography (EEG) signals to recognize four different emotions namely happy, sad, anger, and relax in response to bilingual (English and Urdu) music. Five genres of English music (rap, rock, hip-hop, metal, and electronic) and five genres of Urdu music (ghazal, qawwali, famous, melodious, and patriotic) are used as an external stimulus. Twenty-seven participants consensually took part in this experiment and listened to three songs of two minutes each and also recorded self-assessments. Muse four-channel headband is used for EEG data recording that is commercially available. Frequency and time-domain features are fused to construct the hybrid feature vector that is further used by classifiers to recognize emotional response. It has been observed that hybrid features gave better results than individual domains while the most common and easily recognizable emotion is happy. Three classifiers namely Multilayer Perceptron (MLP), Random Forest, and Hyper Pipes have been used and the highest accuracy achieved is 83.95% with Hyper Pipes classification method.
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Hirota, N., S. Suzuki, T. Arita, N. Yagi, T. Otsuka, H. Semba, H. Kano, et al. "Prediction of atrial fibrillation by 12-lead electrocardiogram parameters in patients without structural heart disease." European Heart Journal 41, Supplement_2 (November 1, 2020). http://dx.doi.org/10.1093/ehjci/ehaa946.0536.

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Abstract Background Recently, the analysis of electrocardiogram (ECG) waveform by artificial intelligence has been reported to pick out those who have atrial fibrillation (AF) or have a high potential of developing AF, which, however, cannot explain the mechanisms or algorisms for the prediction from its nature. Purpose The purpose of this study is to conduct a comprehensive analysis to investigate the difference of weighting in predicting capability for AF among hundreds of automatically-measured ECG parameters using a single ECG at sinus rhythm. Methods and results Out of Shinken Database 2010–2017 (n=19170), 12825 patients were extracted, where those with ECG showing AF rhythm at the initial visit (including all persistent/permanent AF and a part of paroxysmal AF) and those with structural heart diseases were excluded. Out of 639 automatically-measured ECG parameters in MUSE data management system (GE Healthcare, USA), 438 were used. [Analysis 1] A predicting model for paroxysmal AF were determined by logistic regression analysis (Total, n=12825; paroxysmal AF, n=1138), showing a high predictive capability (AUC = 0.780, p&lt;0.001). In this model, the relative contribution of ECG parameters (by coefficient of determination) according to the time phase were P:72.4%, QRS:32.7%, and ST-T:13.7%, respectively (Figure A). [Analysis 2] Excluding AF at baseline, a predicting model for new-developed AF were determined by Cox regression analysis (Total, n=11687; new-developed AF, n=87), showing a high predictive capability (AUC = 0.887, p&lt;0.001). In this model, the relative contribution of parameters (by log likelihood) according to the time phase were P:40.8%, QRS:42.5%, and ST-T:24.9%, respectively (Figure B). Conclusions We determined ECG parameters that potentially contribute to picking up existing AF or predicting future development of AF, where the measurement of P wave strongly contributed in the former whereas all time phases were similarly important in the latter. Weighting of parameters to predict AF Funding Acknowledgement Type of funding source: Private hospital(s). Main funding source(s): Self funding of the institute
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Mallan, Kerry Margaret, and Annette Patterson. "Present and Active: Digital Publishing in a Post-print Age." M/C Journal 11, no. 4 (June 24, 2008). http://dx.doi.org/10.5204/mcj.40.

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At one point in Victor Hugo’s novel, The Hunchback of Notre Dame, the archdeacon, Claude Frollo, looked up from a book on his table to the edifice of the gothic cathedral, visible from his canon’s cell in the cloister of Notre Dame: “Alas!” he said, “this will kill that” (146). Frollo’s lament, that the book would destroy the edifice, captures the medieval cleric’s anxiety about the way in which Gutenberg’s print technology would become the new universal means for recording and communicating humanity’s ideas and artistic expression, replacing the grand monuments of architecture, human engineering, and craftsmanship. For Hugo, architecture was “the great handwriting of humankind” (149). The cathedral as the material outcome of human technology was being replaced by the first great machine—the printing press. At this point in the third millennium, some people undoubtedly have similar anxieties to Frollo: is it now the book’s turn to be destroyed by yet another great machine? The inclusion of “post print” in our title is not intended to sound the death knell of the book. Rather, we contend that despite the enduring value of print, digital publishing is “present and active” and is changing the way in which research, particularly in the humanities, is being undertaken. Our approach has three related parts. First, we consider how digital technologies are changing the way in which content is constructed, customised, modified, disseminated, and accessed within a global, distributed network. This section argues that the transition from print to electronic or digital publishing means both losses and gains, particularly with respect to shifts in our approaches to textuality, information, and innovative publishing. Second, we discuss the Children’s Literature Digital Resources (CLDR) project, with which we are involved. This case study of a digitising initiative opens out the transformative possibilities and challenges of digital publishing and e-scholarship for research communities. Third, we reflect on technology’s capacity to bring about major changes in the light of the theoretical and practical issues that have arisen from our discussion. I. Digitising in a “post-print age” We are living in an era that is commonly referred to as “the late age of print” (see Kho) or the “post-print age” (see Gunkel). According to Aarseth, we have reached a point whereby nearly all of our public and personal media have become more or less digital (37). As Kho notes, web newspapers are not only becoming increasingly more popular, but they are also making rather than losing money, and paper-based newspapers are finding it difficult to recruit new readers from the younger generations (37). Not only can such online-only publications update format, content, and structure more economically than print-based publications, but their wide distribution network, speed, and flexibility attract advertising revenue. Hype and hyperbole aside, publishers are not so much discarding their legacy of print, but recognising the folly of not embracing innovative technologies that can add value by presenting information in ways that satisfy users’ needs for content to-go or for edutainment. As Kho notes: “no longer able to satisfy customer demand by producing print-only products, or even by enabling online access to semi-static content, established publishers are embracing new models for publishing, web-style” (42). Advocates of online publishing contend that the major benefits of online publishing over print technology are that it is faster, more economical, and more interactive. However, as Hovav and Gray caution, “e-publishing also involves risks, hidden costs, and trade-offs” (79). The specific focus for these authors is e-journal publishing and they contend that while cost reduction is in editing, production and distribution, if the journal is not open access, then costs relating to storage and bandwith will be transferred to the user. If we put economics aside for the moment, the transition from print to electronic text (e-text), especially with electronic literary works, brings additional considerations, particularly in their ability to make available different reading strategies to print, such as “animation, rollovers, screen design, navigation strategies, and so on” (Hayles 38). Transition from print to e-text In his book, Writing Space, David Bolter follows Victor Hugo’s lead, but does not ask if print technology will be destroyed. Rather, he argues that “the idea and ideal of the book will change: print will no longer define the organization and presentation of knowledge, as it has for the past five centuries” (2). As Hayles noted above, one significant indicator of this change, which is a consequence of the shift from analogue to digital, is the addition of graphical, audio, visual, sonic, and kinetic elements to the written word. A significant consequence of this transition is the reinvention of the book in a networked environment. Unlike the printed book, the networked book is not bound by space and time. Rather, it is an evolving entity within an ecology of readers, authors, and texts. The Web 2.0 platform has enabled more experimentation with blending of digital technology and traditional writing, particularly in the use of blogs, which have spawned blogwriting and the wikinovel. Siva Vaidhyanathan’s The Googlization of Everything: How One Company is Disrupting Culture, Commerce and Community … and Why We Should Worry is a wikinovel or blog book that was produced over a series of weeks with contributions from other bloggers (see: http://www.sivacracy.net/). Penguin Books, in collaboration with a media company, “Six Stories to Start,” have developed six stories—“We Tell Stories,” which involve different forms of interactivity from users through blog entries, Twitter text messages, an interactive google map, and other features. For example, the story titled “Fairy Tales” allows users to customise the story using their own choice of names for characters and descriptions of character traits. Each story is loosely based on a classic story and links take users to synopses of these original stories and their authors and to online purchase of the texts through the Penguin Books sales website. These examples of digital stories are a small part of the digital environment, which exploits computer and online technologies’ capacity to be interactive and immersive. As Janet Murray notes, the interactive qualities of digital environments are characterised by their procedural and participatory abilities, while their immersive qualities are characterised by their spatial and encyclopedic dimensions (71–89). These immersive and interactive qualities highlight different ways of reading texts, which entail different embodied and cognitive functions from those that reading print texts requires. As Hayles argues: the advent of electronic textuality presents us with an unparalleled opportunity to reformulate fundamental ideas about texts and, in the process, to see print as well as electronic texts with fresh eyes (89–90). The transition to e-text also highlights how digitality is changing all aspects of everyday life both inside and outside the academy. Online teaching and e-research Another aspect of the commercial arm of publishing that is impacting on academe and other organisations is the digitising and indexing of print content for niche distribution. Kho offers the example of the Mark Logic Corporation, which uses its XML content platform to repurpose content, create new content, and distribute this content through multiple portals. As the promotional website video for Mark Logic explains, academics can use this service to customise their own textbooks for students by including only articles and book chapters that are relevant to their subject. These are then organised, bound, and distributed by Mark Logic for sale to students at a cost that is generally cheaper than most textbooks. A further example of how print and digital materials can form an integrated, customised source for teachers and students is eFictions (Trimmer, Jennings, & Patterson). eFictions was one of the first print and online short story anthologies that teachers of literature could customise to their own needs. Produced as both a print text collection and a website, eFictions offers popular short stories in English by well-known traditional and contemporary writers from the US, Australia, New Zealand, UK, and Europe, with summaries, notes on literary features, author biographies, and, in one instance, a YouTube movie of the story. In using the eFictions website, teachers can build a customised anthology of traditional and innovative stories to suit their teaching preferences. These examples provide useful indicators of how content is constructed, customised, modified, disseminated, and accessed within a distributed network. However, the question remains as to how to measure their impact and outcomes within teaching and learning communities. As Harley suggests in her study on the use and users of digital resources in the humanities and social sciences, several factors warrant attention, such as personal teaching style, philosophy, and specific disciplinary requirements. However, in terms of understanding the benefits of digital resources for teaching and learning, Harley notes that few providers in her sample had developed any plans to evaluate use and users in a systematic way. In addition to the problems raised in Harley’s study, another relates to how researchers can be supported to take full advantage of digital technologies for e-research. The transformation brought about by information and communication technologies extends and broadens the impact of research, by making its outputs more discoverable and usable by other researchers, and its benefits more available to industry, governments, and the wider community. Traditional repositories of knowledge and information, such as libraries, are juggling the space demands of books and computer hardware alongside increasing reader demand for anywhere, anytime, anyplace access to information. Researchers’ expectations about online access to journals, eprints, bibliographic data, and the views of others through wikis, blogs, and associated social and information networking sites such as YouTube compete with the traditional expectations of the institutions that fund libraries for paper-based archives and book repositories. While university libraries are finding it increasingly difficult to purchase all hardcover books relevant to numerous and varied disciplines, a significant proportion of their budgets goes towards digital repositories (e.g., STORS), indexes, and other resources, such as full-text electronic specialised and multidisciplinary journal databases (e.g., Project Muse and Proquest); electronic serials; e-books; and specialised information sources through fast (online) document delivery services. An area that is becoming increasingly significant for those working in the humanities is the digitising of historical and cultural texts. II. Bringing back the dead: The CLDR project The CLDR project is led by researchers and librarians at the Queensland University of Technology, in collaboration with Deakin University, University of Sydney, and members of the AustLit team at The University of Queensland. The CLDR project is a “Research Community” of the electronic bibliographic database AustLit: The Australian Literature Resource, which is working towards the goal of providing a complete bibliographic record of the nation’s literature. AustLit offers users with a single entry point to enhanced scholarly resources on Australian writers, their works, and other aspects of Australian literary culture and activities. AustLit and its Research Communities are supported by grants from the Australian Research Council and financial and in-kind contributions from a consortium of Australian universities, and by other external funding sources such as the National Collaborative Research Infrastructure Strategy. Like other more extensive digitisation projects, such as Project Gutenberg and the Rosetta Project, the CLDR project aims to provide a centralised access point for digital surrogates of early published works of Australian children’s literature, with access pathways to existing resources. The first stage of the CLDR project is to provide access to digitised, full-text, out-of-copyright Australian children’s literature from European settlement to 1945, with selected digitised critical works relevant to the field. Texts comprise a range of genres, including poetry, drama, and narrative for young readers and picture books, songs, and rhymes for infants. Currently, a selection of 75 e-texts and digital scans of original texts from Project Gutenberg and Internet Archive have been linked to the Children’s Literature Research Community. By the end of 2009, the CLDR will have digitised approximately 1000 literary texts and a significant number of critical works. Stage II and subsequent development will involve digitisation of selected texts from 1945 onwards. A precursor to the CLDR project has been undertaken by Deakin University in collaboration with the State Library of Victoria, whereby a digital bibliographic index comprising Victorian School Readers has been completed with plans for full-text digital surrogates of a selection of these texts. These texts provide valuable insights into citizenship, identity, and values formation from the 1930s onwards. At the time of writing, the CLDR is at an early stage of development. An extensive survey of out-of-copyright texts has been completed and the digitisation of these resources is about to commence. The project plans to make rich content searchable, allowing scholars from children’s literature studies and education to benefit from the many advantages of online scholarship. What digital publishing and associated digital archives, electronic texts, hypermedia, and so forth foreground is the fact that writers, readers, publishers, programmers, designers, critics, booksellers, teachers, and copyright laws operate within a context that is highly mediated by technology. In his article on large-scale digitisation projects carried out by Cornell and University of Michigan with the Making of America collection of 19th-century American serials and monographs, Hirtle notes that when special collections’ materials are available via the Web, with appropriate metadata and software, then they can “increase use of the material, contribute to new forms of research, and attract new users to the material” (44). Furthermore, Hirtle contends that despite the poor ergonomics associated with most electronic displays and e-book readers, “people will, when given the opportunity, consult an electronic text over the print original” (46). If this preference is universally accurate, especially for researchers and students, then it follows that not only will the preference for electronic surrogates of original material increase, but preference for other kinds of electronic texts will also increase. It is with this preference for electronic resources in mind that we approached the field of children’s literature in Australia and asked questions about how future generations of researchers would prefer to work. If electronic texts become the reference of choice for primary as well as secondary sources, then it seems sensible to assume that researchers would prefer to sit at the end of the keyboard than to travel considerable distances at considerable cost to access paper-based print texts in distant libraries and archives. We considered the best means for providing access to digitised primary and secondary, full text material, and digital pathways to existing online resources, particularly an extensive indexing and bibliographic database. Prior to the commencement of the CLDR project, AustLit had already indexed an extensive number of children’s literature. Challenges and dilemmas The CLDR project, even in its early stages of development, has encountered a number of challenges and dilemmas that centre on access, copyright, economic capital, and practical aspects of digitisation, and sustainability. These issues have relevance for digital publishing and e-research. A decision is yet to be made as to whether the digital texts in CLDR will be available on open or closed/tolled access. The preference is for open access. As Hayles argues, copyright is more than a legal basis for intellectual property, as it also entails ideas about authorship, creativity, and the work as an “immaterial mental construct” that goes “beyond the paper, binding, or ink” (144). Seeking copyright permission is therefore only part of the issue. Determining how the item will be accessed is a further matter, particularly as future technologies may impact upon how a digital item is used. In the case of e-journals, the issue of copyright payment structures are evolving towards a collective licensing system, pay-per-view, and other combinations of print and electronic subscription (see Hovav and Gray). For research purposes, digitisation of items for CLDR is not simply a scan and deliver process. Rather it is one that needs to ensure that the best quality is provided and that the item is both accessible and usable by researchers, and sustainable for future researchers. Sustainability is an important consideration and provides a challenge for institutions that host projects such as CLDR. Therefore, items need to be scanned to a high quality and this requires an expensive scanner and personnel costs. Files need to be in a variety of formats for preservation purposes and so that they may be manipulated to be useable in different technologies (for example, Archival Tiff, Tiff, Jpeg, PDF, HTML). Hovav and Gray warn that when technology becomes obsolete, then content becomes unreadable unless backward integration is maintained. The CLDR items will be annotatable given AustLit’s NeAt funded project: Aus-e-Lit. The Aus-e-Lit project will extend and enhance the existing AustLit web portal with data integration and search services, empirical reporting services, collaborative annotation services, and compound object authoring, editing, and publishing services. For users to be able to get the most out of a digital item, it needs to be searchable, either through double keying or OCR (optimal character recognition). The value of CLDR’s contribution The value of the CLDR project lies in its goal to provide a comprehensive, searchable body of texts (fictional and critical) to researchers across the humanities and social sciences. Other projects seem to be intent on putting up as many items as possible to be considered as a first resort for online texts. CLDR is more specific and is not interested in simply generating a presence on the Web. Rather, it is research driven both in its design and implementation, and in its focussed outcomes of assisting academics and students primarily in their e-research endeavours. To this end, we have concentrated on the following: an extensive survey of appropriate texts; best models for file location, distribution, and use; and high standards of digitising protocols. These issues that relate to data storage, digitisation, collections, management, and end-users of data are aligned with the “Development of an Australian Research Data Strategy” outlined in An Australian e-Research Strategy and Implementation Framework (2006). CLDR is not designed to simply replicate resources, as it has a distinct focus, audience, and research potential. In addition, it looks at resources that may be forgotten or are no longer available in reproduction by current publishing companies. Thus, the aim of CLDR is to preserve both the time and a period of Australian history and literary culture. It will also provide users with an accessible repository of rare and early texts written for children. III. Future directions It is now commonplace to recognize that the Web’s role as information provider has changed over the past decade. New forms of “collective intelligence” or “distributed cognition” (Oblinger and Lombardi) are emerging within and outside formal research communities. Technology’s capacity to initiate major cultural, social, educational, economic, political and commercial shifts has conditioned us to expect the “next big thing.” We have learnt to adapt swiftly to the many challenges that online technologies have presented, and we have reaped the benefits. As the examples in this discussion have highlighted, the changes in online publishing and digitisation have provided many material, network, pedagogical, and research possibilities: we teach online units providing students with access to e-journals, e-books, and customized archives of digitised materials; we communicate via various online technologies; we attend virtual conferences; and we participate in e-research through a global, digital network. In other words, technology is deeply engrained in our everyday lives. In returning to Frollo’s concern that the book would destroy architecture, Umberto Eco offers a placatory note: “in the history of culture it has never happened that something has simply killed something else. Something has profoundly changed something else” (n. pag.). Eco’s point has relevance to our discussion of digital publishing. The transition from print to digital necessitates a profound change that impacts on the ways we read, write, and research. As we have illustrated with our case study of the CLDR project, the move to creating digitised texts of print literature needs to be considered within a dynamic network of multiple causalities, emergent technological processes, and complex negotiations through which digital texts are created, stored, disseminated, and used. Technological changes in just the past five years have, in many ways, created an expectation in the minds of people that the future is no longer some distant time from the present. Rather, as our title suggests, the future is both present and active. References Aarseth, Espen. “How we became Postdigital: From Cyberstudies to Game Studies.” Critical Cyber-culture Studies. Ed. David Silver and Adrienne Massanari. New York: New York UP, 2006. 37–46. An Australian e-Research Strategy and Implementation Framework: Final Report of the e-Research Coordinating Committee. Commonwealth of Australia, 2006. Bolter, Jay David. Writing Space: The Computer, Hypertext, and the History of Writing. Hillsdale, NJ: Erlbaum, 1991. Eco, Umberto. “The Future of the Book.” 1994. 3 June 2008 ‹http://www.themodernword.com/eco/eco_future_of_book.html>. Gunkel, David. J. “What's the Matter with Books?” Configurations 11.3 (2003): 277–303. Harley, Diane. “Use and Users of Digital Resources: A Focus on Undergraduate Education in the Humanities and Social Sciences.” Research and Occasional Papers Series. Berkeley: University of California. Centre for Studies in Higher Education. 12 June 2008 ‹http://www.themodernword.com/eco/eco_future_of_book.html>. Hayles, N. Katherine. My Mother was a Computer: Digital Subjects and Literary Texts. Chicago: U of Chicago P, 2005. Hirtle, Peter B. “The Impact of Digitization on Special Collections in Libraries.” Libraries & Culture 37.1 (2002): 42–52. Hovav, Anat and Paul Gray. “Managing Academic E-journals.” Communications of the ACM 47.4 (2004): 79–82. Hugo, Victor. The Hunchback of Notre Dame (Notre-Dame de Paris). Ware, Hertfordshire: Wordsworth editions, 1993. Kho, Nancy D. “The Medium Gets the Message: Post-Print Publishing Models.” EContent 30.6 (2007): 42–48. Oblinger, Diana and Marilyn Lombardi. “Common Knowledge: Openness in Higher Education.” Opening up Education: The Collective Advancement of Education Through Open Technology, Open Content and Open Knowledge. Ed. Toru Liyoshi and M. S. Vijay Kumar. Cambridge, MA: MIT Press, 2007. 389–400. Murray, Janet H. Hamlet on the Holodeck: The Future of Narrative in Cyberspace. Cambridge, MA: MIT Press, 2001. Trimmer, Joseph F., Wade Jennings, and Annette Patterson. eFictions. New York: Harcourt, 2001.
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O'Meara, Radha. "Do Cats Know They Rule YouTube? Surveillance and the Pleasures of Cat Videos." M/C Journal 17, no. 2 (March 10, 2014). http://dx.doi.org/10.5204/mcj.794.

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Did you see the videos where the cat jumps in the box, attacks the printer or tries to leap from the snowy car? As the availability and popularity of watching videos on the Internet has risen rapidly in the last decade, so has the prevalence of cat videos. Although the cuteness of YouTube videos of cats might make them appear frivolous, in fact there is a significant irony at their heart: online cat videos enable corporate surveillance of viewers, yet viewers seem just as oblivious to this as the cats featured in the videos. Towards this end, I consider the distinguishing features of contemporary cat videos, focusing particularly on their narrative structure and mode of observation. I compare cat videos with the “Aesthetic of Astonishment” of early cinema and with dog videos, to explore the nexus of a spectatorship of thrills and feline performance. In particular, I highlight a unique characteristic of these videos: the cats’ unselfconsciousness. This, I argue, is rare in a consumer culture dominated by surveillance, where we are constantly aware of the potential for being watched. The unselfconsciousness of cats in online videos offers viewers two key pleasures: to imagine the possibility of freedom from surveillance, and to experience the power of administering surveillance as unproblematic. Ultimately, however, cat videos enable viewers to facilitate our own surveillance, and we do so with the gleeful abandon of a kitten jumping in a tissue box What Distinguishes Cat Videos? Cat videos have become so popular, that they generate millions of views on YouTube, and the Walker Art Center in Minneapolis now holds an annual Internet Cat Video Festival. If you are not already a fan of the genre, the Walker’s promotional videos for the festival (2013 and 2012) provide an entertaining introduction to the celebrities (Lil Bub, Grumpy Cat, and Henri), canon (dancing cats, surprised cat, and cat falling off counter), culture and commodities of online cat videos, despite repositioning them into a public exhibition context. Cats are often said to dominate the internet (Hepola), despite the surprise of Internet inventor Tim Berners-Lee. Domestic cats are currently the most popular pet in the world (Driscoll), however they are already outnumbered by smartphones. Cats have played various roles in our societies, cultures and imaginations since their domestication some 8-10,000 years ago (Driscoll). A potent social and cultural symbol in mythology, art and popular culture, the historical and cultural significance of cats is complex, shifting and often contradictory. They have made their way across geographic, cultural and class boundaries, and been associated with the sacred and the occult, femininity and fertility, monstrosity and domesticity (Driscoll, Rogers). Cats are figured as both inscrutable and bounteously polysemic. Current representations of cats, including these videos, seem to emphasise their sociability with humans, association with domestic space, independence and aloofness, and intelligence and secretiveness. I am interested in what distinguishes the pleasures of cat videos from other manifestations of cats in folklore and popular culture such as maneki-neko and fictional cats. Even within Internet culture, I’m focusing on live action cat videos, rather than lolcats, animated cats, or dog videos, though these are useful points of contrast. The Walker’s cat video primer also introduces us to the popular discourses accounting for the widespread appeal of these videos: cats have global reach beyond language, audiences can project their own thoughts and feelings onto cats, cats are cute, and they make people feel good. These discourses circulate in popular conversation, and are promoted by YouTube itself. These suggestions do not seem to account for the specific pleasures of cat videos, beyond the predominance of cats in culture more broadly. The cat videos popular on the Internet tend to feature several key characteristics. They are generated by users, shot on a mobile device such as a phone, and set in a domestic environment. They employ an observational mode, which Bill Nichols has described as a noninterventionist type of documentary film associated with traditions of direct cinema and cinema verite, where form and style yields to the profilmic event. In the spirit of their observational mode, cat videos feature minimal sound and language, negligible editing and short duration. As Leah Shafer notes, cat videos record, “’live’ events, they are mostly shot by ‘amateurs’ with access to emerging technologies, and they dramatize the familiar.” For example, the one-minute video Cat vs Printer comprises a single, hand-held shot observing the cat, and the action is underlined by the printer’s beep and the sounds created by the cat’s movements. The patterned wallpaper suggests a domestic location, and the presence of the cat itself symbolises domesticity. These features typically combine to produce impressions of universality, intimacy and spontaneity – impressions commonly labelled ‘cute’. The cat’s cuteness is also embodied in its confusion and surprise at the printer’s movements: it is a simpleton, and we can laugh at its lack of understanding of the basic appurtenances of the modern world. Cat videos present minimalist narratives, focused on an instant of spectacle. A typical cat video establishes a state of calm, then suddenly disrupts it. The cat is usually the active agent of change, though chance also frequently plays a significant role. The pervasiveness of this structure means that viewers familiar with the form may even anticipate a serendipitous event. The disruption prompts a surprising or comic effect for the viewer, and this is a key part of the video’s pleasure. For example, in Cat vs Printer, the establishing scenario is the cat intently watching the printer, a presumably quotidian scene, which escalates when the cat begins to smack the moving paper. The narrative climaxes in the final two seconds of the video, when the cat strikes the paper so hard that the printer tray bounces, and the surprised cat falls off its stool. The video ends abruptly. This disruption also takes the viewer by surprise (at least it does the first time you watch it). The terse ending, and lack of resolution or denouement, encourages the viewer to replay the video. The minimal narrative effectively builds expectation for a moment of surprise. These characteristics of style and form typify a popular body of work, though there is variation, and the millions of cat videos on YouTube might be best accounted for by various subgenres. The most popular cat videos seem to have the most sudden and striking disruptions as well as the most abrupt endings. They seem the most dramatic and spontaneous. There are also thousands of cat videos with minor disruptions, and some with brazenly staged events. Increasingly, there is obvious use of postproduction techniques, including editing and music. A growing preponderance of compilations attests to the videos’ “spreadability” (Jenkins, Ford, and Green). The conventional formal structure of these videos effectively homogenises the cat, as if there is a single cat performing in millions of videos. Indeed, YouTube comments often suggest a likeness between the cat represented in the video and the commenter’s own cat. In this sense, the cuteness so readily identified has an homogenising effect. It also has the effect of distinguishing cats as a species from other animals, as it confounds common conceptions of all (other) animals as fundamentally alike in their essential difference from the human (animal). Cat videos are often appreciated for what they reveal about cats in general, rather than for each cat’s individuality. In this way, cat videos symbolise a generic feline cuteness, rather than identify a particular cat as cute. The cats of YouTube act “as an allegory for all the cats of the earth, the felines that traverse myths and religions, literature and fables” (Derrida 374). Each cat swiping objects off shelves, stealing the bed of a dog, leaping onto a kitchen bench is the paradigmatic cat, the species exemplar. Mode of Spectatorship, Mode of Performance: Cat Videos, Film History and Dog Videos Cat videos share some common features with early cinema. In his analysis of the “Aesthetic of Astonishment,” which dominated films until about 1904, film historian Tom Gunning argues that the short, single shot films of this era are characterised by exciting audience curiosity and fulfilling it with visual shocks and thrills. It is easy to see how this might describe the experience of watching Cat vs Printer or Thomas Edison’s Electrocution of an Elephant from 1903. The thrill of revelation at the end of Cat vs Printer is more significant than the minimal narrative it completes, and the most popular videos seem to heighten this shock. Further, like a rainy afternoon spent clicking the play button on a sequence of YouTube’s suggested videos, these early short films were also viewed in variety format as a series of attractions. Indeed, as Leah Shafer notes, some of these early films even featured cats, such as Professor Welton’s Boxing Cats from 1894. Each film offered a moment of spectacle, which thrilled the modern viewer. Gunning argues that these early films are distinguished by a particular relationship between spectator and film. They display blatant exhibitionism, and address their viewer directly. This highlights the thrill of disruption: “The directness of this act of display allows an emphasis on the thrill itself – the immediate reaction of the viewer” (Gunning “Astonishment” 122). This is produced both within the staging of the film itself as players look directly at the camera, and by the mode of exhibition, where a showman primes the audience verbally for a moment of revelation. Importantly, Gunning argues that this mode of spectatorship differs from how viewers watch narrative films, which later came to dominate our film and television screens: “These early films explicitly acknowledge their spectator, seeming to reach outwards and confront. Contemplative absorption is impossible here” (“Astonishment” 123). Gunning’s emphasis on a particular mode of spectatorship is significant for our understanding of pet videos. His description of early cinema has numerous similarities with cat videos, to be sure, but seems to describe more precisely the mode of spectatorship engendered by typical dog videos. Dog videos are also popular online, and are marked by a mode of performance, where the dogs seem to present self-consciously for the camera. Dogs often appear to look at the camera directly, although they are probably actually reading the eyes of the camera operator. One of the most popular dog videos, Ultimate dog tease, features a dog who appears to look into the camera and engage in conversation with the camera operator. It has the same domestic setting, mobile camera and short duration as the typical cat video, but, unlike the cat attacking the printer, this dog is clearly aware of being watched. Like the exhibitionistic “Cinema of Attractions,” it is marked by “the recurring look at the camera by [canine] actors. This action which is later perceived as spoiling the realistic illusion of the cinema, is here undertaken with brio, establishing contact with the audience” (Gunning “Attractions” 64). Dog videos frequently feature dogs performing on command, such as the countless iterations of dogs fetching beverages from refrigerators, or at least behaving predictably, such as dogs jumping in the bath. Indeed, the scenario often seems to be set up, whereas cat videos more often seem to be captured fortuitously. The humour of dog videos often comes from the very predictability of their behaviour, such as repeatedly fetching or rolling in mud. In an ultimate performance of self-consciousness, dogs even seem to act out guilt and shame for their observers. Similarly, baby videos are also popular online and were popular in early cinema, and babies also tend to look at the camera directly, showing that they are aware of bring watched. This emphasis on exhibitionism and modes of spectatorship helps us hone in on the uniqueness of cat videos. Unlike the dogs of YouTube, cats typically seem unaware of their observers; they refuse to look at the camera and “display their visibility” (Gunning “Attractions,” 64). This fits with popular discourses of cats as independent and aloof, untrainable and untameable. Cat videos employ a unique mode of observation: we observe the cat, who is unencumbered by our scrutiny. Feline Performance in a World of Pervasive Surveillance This is an aesthetic of surveillance without inhibition, which heightens the impressions of immediacy and authenticity. The very existence of so many cat videos online is a consequence of camera ubiquity, where video cameras have become integrated with common communications devices. Thousands of cameras are constantly ready to capture these quotidian scenes, and feed the massive economy of user-generated content. Cat videos are obviously created and distributed by humans, a purposeful labour to produce entertainment for viewers. Cat videos are never simply a feline performance, but a performance of human interaction with the cat. The human act of observation is an active engagement with the other. Further, the act of recording is a performance of wielding the camera, and often also through image or voice. The cat video is a companion performance, which is part of an ongoing relationship between that human and that other animal. It carries strong associations with regimes of epistemological power and physical domination through histories of visual study, mastery and colonisation. The activity of the human creator seems to contrast with the behaviour of the cat in these videos, who appears unaware of being watched. The cats’ apparent uninhibited behaviour gives the viewer the illusion of voyeuristically catching a glimpse of a self-sufficient world. It carries connotations of authenticity, as the appearance of interaction and intervention is minimised, like the ideal of ‘fly on the wall’ documentary (Nichols). This lack of self-consciousness and sense of authenticity are key to their reception as ‘cute’ videos. Interestingly, one of the reasons that audiences may find this mode of observation so accessible and engaging, is because it heeds the conventions of the fourth wall in the dominant style of fiction film and television, which presents an hermetically sealed diegesis. This unselfconscious performance of cats in online videos is key, because it embodies a complex relationship with the surveillance that dominates contemporary culture. David Lyon describes surveillance as “any focused attention to personal details for the purposes of influence, management, or control” (“Everyday” 1) and Mark Andrejevic defines monitoring as “the collection of information, with or without the knowledge of users, that has actual or speculative economic value” (“Enclosure” 297). We live in an environment where social control is based on information, collected and crunched by governments, corporations, our peers, and ourselves. The rampancy of surveillance has increased in recent decades in a number of ways. Firstly, technological advances have made the recording, sorting and analysis of data more readily available. Although we might be particularly aware of the gaze of the camera when we stand in line at the supermarket checkout or have an iPhone pointed at our face, many surveillance technologies are hidden points of data collection, which track our grocery purchases, text messages to family and online viewing. Surveillance is increasingly mediated through digital technologies. Secondly, surveillance data is becoming increasingly privatised and monetised, so there is strengthening market demand for consumer information. Finally, surveillance was once associated chiefly with institutions of the state, or with corporations, but the process is increasingly “lateral,” involving peer-to-peer surveillance and self-surveillance in the realms of leisure and domestic life (Andrejevic “Enclosure,” 301). Cat videos occupy a fascinating position within this context of pervasive surveillance, and offer complex thrills for audiences. The Unselfconscious Pleasures of Cat Videos Unselfconsciousness of feline performance in cat videos invites contradictory pleasures. Firstly, cat videos offer viewers the fantasy of escaping surveillance. The disciplinary effect of surveillance means that we modify our behaviour based on a presumption of constant observation; we are managed and manipulated as much by ourselves as we are by others. This discipline is the defining condition of industrial society, as described by Foucault. In an age of traffic cameras, Big Brother, CCTV, the selfie pout, and Google Glass, modern subjects are oppressed by the weight of observation to constantly manage their personal performance. Unselfconsciousness is associated with privacy, intimacy, naivety and, increasingly, with impossibility. By allowing us to project onto the experience of their protagonists, cat videos invite us to imagine a world where we are not constantly aware of being watched, of being under surveillance by both human beings and technology. This projection is enabled by discourse, which constructs cats as independent and aloof, a libertarian ideal. It provides the potential for liberation from technologized social surveillance, and from the concomitant self-discipline of our docile bodies. The uninhibited performance of cats in online videos offers viewers the prospect that it is possible to live without the gaze of surveillance. Through cat videos, we celebrate the untameable. Cats model a liberated uninhibitedness viewers can only desire. The apparent unselfconsciousness of feline performance is analogous to Derrida’s conception of animal nakedness: the nudity of animals is significant, because it is a key feature which distinguishes them from humans, but at the same time there is no sense of the concept of nakedness outside of human culture. Similarly, a performance uninhibited by observation seems beyond humans in contemporary culture, and implies a freedom from social expectations, but there is also little suggestion that cats would act differently if they knew they were observed. We interpret cats’ independence as natural, and take pleasure in cats’ naturalness. This lack of inhibition is cute in the sense that it is attractive to the viewer, but also in the sense that it is naïve to imagine a world beyond surveillance, a freedom from being watched. Secondly, we take pleasure in the power of observing another. Surveillance is based on asymmetrical regimes of power, and the position of observer, recorder, collator is usually more powerful than the subject of their gaze. We enjoy the pleasure of wielding the unequal gaze, whether we hit the “record” button ourselves or just the “play” button. In this way, we celebrate our capacity to contain the cat, who has historically proven conceptually uncontainable. Yet, the cats’ unselfconsciousness means we can absolve ourselves of their exploitation. Looking back at the observer, or the camera, is often interpreted as a confrontational move. Cats in videos do not confront their viewer, do not resist the gaze thrown on them. They accept the role of subject without protest; they perform cuteness without resistance. We internalise the strategies of surveillance so deeply that we emulate its practices in our intimate relationships with domestic animals. Cats do not glare back at us, accusingly, as dogs do, to remind us we are exerting power over them. The lack of inhibition of cats in online videos means that we can exercise the power of surveillance without confronting the oppression this implies. Cat videos offer the illusion of watching the other without disturbing it, brandishing the weapon without acknowledging the violence of its impact. There is a logical tension between these dual pleasures of cat videos: we want to escape surveillance, while exerting it. The Work of Cat Videos in ‘Liquid Surveillance’ These contradictory pleasures in fact speak to the complicated nature of surveillance in the era of “produsage,” when the value chain of media has transformed along with traditional roles of production and consumption (Bruns). Christian Fuchs argues that the contemporary media environment has complicated the dynamics of surveillance, and blurred the lines between subject and object (304). We both create and consume cat videos; we are commodified as audience and sold on as data. YouTube is the most popular site for sharing cat videos, and a subsidiary of Google, the world’s most visited website and a company which makes billions of dollars from gathering, collating, storing, assessing, and trading our data. While we watch cat videos on YouTube, they are also harvesting information about our every click, collating it with our other online behaviour, targeting ads at us based on our specific profile, and also selling this data on to others. YouTube is, in fact, a key tool of what David Lyon calls “liquid surveillance” after the work of Zygmunt Bauman, because it participates in the reduction of millions of bodies into data circulating at the service of consumer society (Lyon “Liquid”). Your views of cats purring and pouncing are counted and monetised, you are profiled and targeted for further consumption. YouTube did not create the imbalance of power implied by these mechanisms of surveillance, but it is instrumental in automating, amplifying, and extending this power (Andrejevic “Lateral,” 396). Zygmunt Bauman argues that in consumer society we are increasingly seduced to willingly subject ourselves to surveillance (Lyon “Liquid”), and who better than the cute kitty to seduce us? Our increasingly active role in “produsage” media platforms such as YouTube enables us to perform what Andrejevic calls “the work of being watched” (“Work”). When we upload, play, view, like and comment on cat videos, we facilitate our own surveillance. We watch cat videos for the contradictory pleasures they offer us, as we navigate and negotiate the overwhelming surveillance of consumer society. Cat videos remind us of the perpetual possibility of observation, and suggest the prospect of escaping it. ReferencesAndrejevic, Mark. “The Work of Being Watched: Interactive Media and the Exploitation of Self-Disclosure.” Critical Studies in Media Communication 19.2 (2002): 230-248. Andrejevic, Mark. “The Discipline of Watching: Detection, Risk, and Lateral Surveillance.” Critical Studies in Media Communication 23.5 (2006): 391-407. Andrejevic, Mark. “Surveillance in the Digital Enclosure.” The Communication Review 10.4 (2007): 295-317. Berners-Lee, Tim. “Ask Me Anything.” Reddit, 12 March 2014. 29 Apr. 2014 ‹http://www.reddit.com/r/IAmA/comments/2091d4/i_am_tim_bernerslee_i_invented_the_www_25_years/cg0wpma›. Bruns, Axel. Blogs, Wikipedia, Second Life and Beyond: From Production to Produsage. New York: Peter Lang, 2008. Derrida, Jacques. The Animal That Therefore I Am. New York: Fordham University Press, 2008. Project MUSE, 4 Mar. 2014. 29 Apr. 2014 ‹http://muse.jhu.edu/›. Driscoll, Carlos A., et al. "The Taming of the Cat." Scientific American 300.6 (2009): 68-75. Foucault, Michel. Discipline and Punish: The Birth of the Prison. Trans. Alan Sheridan. New York: Random House, 1995. Fuchs, Christian. “Web 2.0, Prosumption, and Surveillance.” Surveillance & Society 8.3 (2011): 288-309. Gunning, Tom. “An Aesthetic of Astonishment: Early Film and the Incredulous Spectator.” Viewing Positions: Ways of Seeing Film. Ed. Linda Williams. New Brunswick, NJ: Rutgers UP, 1995. 114-133. Gunning, Tom. "The Cinema of Attractions: Early Film, Its Spectator and the Avant-Garde." Wide Angle 8.3-4 (1986): 63-70. Hepola, Sarah. “The Internet Is Made of Kittens.” Salon, 11 Feb 2009. 29 Apr. 2014 ‹http://www.salon.com/2009/02/10/cat_internet/›. Jenkins, Henry, Sam Ford, and Joshua Green. Spreadable Media: Creating Value and Meaning in a Network Culture. New York: NYU Press, 2013. Lyon, David. “Liquid Surveillance: The Contribution of Zygmunt Bauman to Surveillance Studies.” International Political Sociology 4 (2010): 325–338 Lyon, David. “Surveillance, Power and Everyday Life.” In Robin Mansell et al., eds., Oxford Handbook of Information and Communication Technologies. Oxford: Oxford Handbooks, 2007. 449-472. 29 Apr. 2014 ‹http://www.sscqueens.org/sites/default/files/oxford_handbook.pdf›. Nichols, Bill. Introduction to Documentary. 2nd ed. Bloomington: Indiana University Press, 2010. Rogers, Katharine. The Cat and the Human Imagination: Feline Images from Bast to Garfield. Ann Arbor, MI: University of Michigan Press, 2001. Shafer, Leah. “I Can Haz an Internet Aesthetic?!? LOLCats and the Digital Marketplace.” Paper presented at the Northeast Popular/American Culture Association Conference, St. John Fisher College, Rochester, New York, 2012. 5 Mar. 2014 ‹http://fisherpub.sjfc.edu/cgi/viewcontent.cgi?article=1094&context=nepca›.
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Brien, Donna Lee. "The Real Filth in American Psycho." M/C Journal 9, no. 5 (November 1, 2006). http://dx.doi.org/10.5204/mcj.2657.

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1991 An afternoon in late 1991 found me on a Sydney bus reading Brett Easton Ellis’ American Psycho (1991). A disembarking passenger paused at my side and, as I glanced up, hissed, ‘I don’t know how you can read that filth’. As she continued to make her way to the front of the vehicle, I was as stunned as if she had struck me physically. There was real vehemence in both her words and how they were delivered, and I can still see her eyes squeezing into slits as she hesitated while curling her mouth around that final angry word: ‘filth’. Now, almost fifteen years later, the memory is remarkably vivid. As the event is also still remarkable; this comment remaining the only remark ever made to me by a stranger about anything I have been reading during three decades of travelling on public transport. That inflamed commuter summed up much of the furore that greeted the publication of American Psycho. More than this, and unusually, condemnation of the work both actually preceded, and affected, its publication. Although Ellis had been paid a substantial U.S. $300,000 advance by Simon & Schuster, pre-publication stories based on circulating galley proofs were so negative—offering assessments of the book as: ‘moronic … pointless … themeless … worthless (Rosenblatt 3), ‘superficial’, ‘a tapeworm narrative’ (Sheppard 100) and ‘vile … pornography, not literature … immoral, but also artless’ (Miner 43)—that the publisher cancelled the contract (forfeiting the advance) only months before the scheduled release date. CEO of Simon & Schuster, Richard E. Snyder, explained: ‘it was an error of judgement to put our name on a book of such questionable taste’ (quoted in McDowell, “Vintage” 13). American Psycho was, instead, published by Random House/Knopf in March 1991 under its prestige paperback imprint, Vintage Contemporary (Zaller; Freccero 48) – Sonny Mehta having signed the book to Random House some two days after Simon & Schuster withdrew from its agreement with Ellis. While many commented on the fact that Ellis was paid two substantial advances, it was rarely noted that Random House was a more prestigious publisher than Simon & Schuster (Iannone 52). After its release, American Psycho was almost universally vilified and denigrated by the American critical establishment. The work was criticised on both moral and aesthetic/literary/artistic grounds; that is, in terms of both what Ellis wrote and how he wrote it. Critics found it ‘meaningless’ (Lehmann-Haupt C18), ‘abysmally written … schlock’ (Kennedy 427), ‘repulsive, a bloodbath serving no purpose save that of morbidity, titillation and sensation … pure trash, as scummy and mean as anything it depicts, a dirty book by a dirty writer’ (Yardley B1) and ‘garbage’ (Gurley Brown 21). Mark Archer found that ‘the attempt to confuse style with content is callow’ (31), while Naomi Wolf wrote that: ‘overall, reading American Psycho holds the same fascination as watching a maladjusted 11-year-old draw on his desk’ (34). John Leo’s assessment sums up the passionate intensity of those critical of the work: ‘totally hateful … violent junk … no discernible plot, no believable characterization, no sensibility at work that comes anywhere close to making art out of all the blood and torture … Ellis displays little feel for narration, words, grammar or the rhythm of language’ (23). These reviews, as those printed pre-publication, were titled in similarly unequivocal language: ‘A Revolting Development’ (Sheppard 100), ‘Marketing Cynicism and Vulgarity’ (Leo 23), ‘Designer Porn’ (Manguel 46) and ‘Essence of Trash’ (Yardley B1). Perhaps the most unambiguous in its message was Roger Rosenblatt’s ‘Snuff this Book!’ (3). Of all works published in the U.S.A. at that time, including those clearly carrying X ratings, the Los Angeles chapter of the National Organization for Women (NOW) selected American Psycho for special notice, stating that the book ‘legitimizes inhuman and savage violence masquerading as sexuality’ (NOW 114). Judging the book ‘the most misogynistic communication’ the organisation had ever encountered (NOW L.A. chapter president, Tammy Bruce, quoted in Kennedy 427) and, on the grounds that ‘violence against women in any form is no longer socially acceptable’ (McDowell, “NOW” C17), NOW called for a boycott of the entire Random House catalogue for the remainder of 1991. Naomi Wolf agreed, calling the novel ‘a violation not of obscenity standards, but of women’s civil rights, insofar as it results in conditioning male sexual response to female suffering or degradation’ (34). Later, the boycott was narrowed to Knopf and Vintage titles (Love 46), but also extended to all of the many products, companies, corporations, firms and brand names that are a feature of Ellis’s novel (Kauffman, “American” 41). There were other unexpected responses such as the Walt Disney Corporation barring Ellis from the opening of Euro Disney (Tyrnauer 101), although Ellis had already been driven from public view after receiving a number of death threats and did not undertake a book tour (Kennedy 427). Despite this, the book received significant publicity courtesy of the controversy and, although several national bookstore chains and numerous booksellers around the world refused to sell the book, more than 100,000 copies were sold in the U.S.A. in the fortnight after publication (Dwyer 55). Even this success had an unprecedented effect: when American Psycho became a bestseller, The New York Times announced that it would be removing the title from its bestseller lists because of the book’s content. In the days following publication in the U.S.A., Canadian customs announced that it was considering whether to allow the local arm of Random House to, first, import American Psycho for sale in Canada and, then, publish it in Canada (Kirchhoff, “Psycho” C1). Two weeks later, when the book was passed for sale (Kirchhoff, “Customs” C1), demonstrators protested the entrance of a shipment of the book. In May, the Canadian Defence Force made headlines when it withdrew copies of the book from the library shelves of a navy base in Halifax (Canadian Press C1). Also in May 1991, the Australian Office of Film and Literature Classification (OFLC), the federal agency that administers the classification scheme for all films, computer games and ‘submittable’ publications (including books) that are sold, hired or exhibited in Australia, announced that it had classified American Psycho as ‘Category 1 Restricted’ (W. Fraser, “Book” 5), to be sold sealed, to only those over 18 years of age. This was the first such classification of a mainstream literary work since the rating scheme was introduced (Graham), and the first time a work of literature had been restricted for sale since Philip Roth’s Portnoy’s Complaint in 1969. The chief censor, John Dickie, said the OFLC could not justify refusing the book classification (and essentially banning the work), and while ‘as a satire on yuppies it has a lot going for it’, personally he found the book ‘distasteful’ (quoted in W. Fraser, “Sensitive” 5). Moreover, while this ‘R’ classification was, and remains, a national classification, Australian States and Territories have their own sale and distribution regulation systems. Under this regime, American Psycho remains banned from sale in Queensland, as are all other books in this classification category (Vnuk). These various reactions led to a flood of articles published in the U.S.A., Canada, Australia and the U.K., voicing passionate opinions on a range of issues including free speech and censorship, the corporate control of artistic thought and practice, and cynicism on the part of authors and their publishers about what works might attract publicity and (therefore) sell in large numbers (see, for instance, Hitchens 7; Irving 1). The relationship between violence in society and its representation in the media was a common theme, with only a few commentators (including Norman Mailer in a high profile Vanity Fair article) suggesting that, instead of inciting violence, the media largely reflected, and commented upon, societal violence. Elayne Rapping, an academic in the field of Communications, proposed that the media did actively glorify violence, but only because there was a market for such representations: ‘We, as a society love violence, thrive on violence as the very basis of our social stability, our ideological belief system … The problem, after all, is not media violence but real violence’ (36, 38). Many more commentators, however, agreed with NOW, Wolf and others and charged Ellis’s work with encouraging, and even instigating, violent acts, and especially those against women, calling American Psycho ‘a kind of advertising for violence against women’ (anthropologist Elliot Leyton quoted in Dwyer 55) and, even, a ‘how-to manual on the torture and dismemberment of women’ (Leo 23). Support for the book was difficult to find in the flood of vitriol directed against it, but a small number wrote in Ellis’s defence. Sonny Mehta, himself the target of death threats for acquiring the book for Random House, stood by this assessment, and was widely quoted in his belief that American Psycho was ‘a serious book by a serious writer’ and that Ellis was ‘remarkably talented’ (Knight-Ridder L10). Publishing director of Pan Macmillan Australia, James Fraser, defended his decision to release American Psycho on the grounds that the book told important truths about society, arguing: ‘A publisher’s office is a clearing house for ideas … the real issue for community debate [is] – to what extent does it want to hear the truth about itself, about individuals within the community and about the governments the community elects. If we care about the preservation of standards, there is none higher than this. Gore Vidal was among the very few who stated outright that he liked the book, finding it ‘really rather inspired … a wonderfully comic novel’ (quoted in Tyrnauer 73). Fay Weldon agreed, judging the book as ‘brilliant’, and focusing on the importance of Ellis’s message: ‘Bret Easton Ellis is a very good writer. He gets us to a ‘T’. And we can’t stand it. It’s our problem, not his. American Psycho is a beautifully controlled, careful, important novel that revolves around its own nasty bits’ (C1). Since 1991 As unlikely as this now seems, I first read American Psycho without any awareness of the controversy raging around its publication. I had read Ellis’s earlier works, Less than Zero (1985) and The Rules of Attraction (1987) and, with my energies fully engaged elsewhere, cannot now even remember how I acquired the book. Since that angry remark on the bus, however, I have followed American Psycho’s infamy and how it has remained in the public eye over the last decade and a half. Australian OFLC decisions can be reviewed and reversed – as when Pasolini’s final film Salo (1975), which was banned in Australia from the time of its release in 1975 until it was un-banned in 1993, was then banned again in 1998 – however, American Psycho’s initial classification has remained unchanged. In July 2006, I purchased a new paperback copy in rural New South Wales. It was shrink-wrapped in plastic and labelled: ‘R. Category One. Not available to persons under 18 years. Restricted’. While exact sales figures are difficult to ascertain, by working with U.S.A., U.K. and Australian figures, this copy was, I estimate, one of some 1.5 to 1.6 million sold since publication. In the U.S.A., backlist sales remain very strong, with some 22,000 copies sold annually (Holt and Abbott), while lifetime sales in the U.K. are just under 720,000 over five paperback editions. Sales in Australia are currently estimated by Pan MacMillan to total some 100,000, with a new printing of 5,000 copies recently ordered in Australia on the strength of the book being featured on the inaugural Australian Broadcasting Commission’s First Tuesday Book Club national television program (2006). Predictably, the controversy around the publication of American Psycho is regularly revisited by those reviewing Ellis’s subsequent works. A major article in Vanity Fair on Ellis’s next book, The Informers (1994), opened with a graphic description of the death threats Ellis received upon the publication of American Psycho (Tyrnauer 70) and then outlined the controversy in detail (70-71). Those writing about Ellis’s two most recent novels, Glamorama (1999) and Lunar Park (2005), have shared this narrative strategy, which also forms at least part of the frame of every interview article. American Psycho also, again predictably, became a major topic of discussion in relation to the contracting, making and then release of the eponymous film in 2000 as, for example, in Linda S. Kauffman’s extensive and considered review of the film, which spent the first third discussing the history of the book’s publication (“American” 41-45). Playing with this interest, Ellis continues his practice of reusing characters in subsequent works. Thus, American Psycho’s Patrick Bateman, who first appeared in The Rules of Attraction as the elder brother of the main character, Sean – who, in turn, makes a brief appearance in American Psycho – also turns up in Glamorama with ‘strange stains’ on his Armani suit lapels, and again in Lunar Park. The book also continues to be regularly cited in discussions of censorship (see, for example, Dubin; Freccero) and has been included in a number of university-level courses about banned books. In these varied contexts, literary, cultural and other critics have also continued to disagree about the book’s impact upon readers, with some persisting in reading the novel as a pornographic incitement to violence. When Wade Frankum killed seven people in Sydney, many suggested a link between these murders and his consumption of X-rated videos, pornographic magazines and American Psycho (see, for example, Manne 11), although others argued against this (Wark 11). Prosecutors in the trial of Canadian murderer Paul Bernardo argued that American Psycho provided a ‘blueprint’ for Bernardo’s crimes (Canadian Press A5). Others have read Ellis’s work more positively, as for instance when Sonia Baelo Allué compares American Psycho favourably with Thomas Harris’s The Silence of the Lambs (1988) – arguing that Harris not only depicts more degrading treatment of women, but also makes Hannibal Lecter, his antihero monster, sexily attractive (7-24). Linda S. Kauffman posits that American Psycho is part of an ‘anti-aesthetic’ movement in art, whereby works that are revoltingly ugly and/or grotesque function to confront the repressed fears and desires of the audience and explore issues of identity and subjectivity (Bad Girls), while Patrick W. Shaw includes American Psycho in his work, The Modern American Novel of Violence because, in his opinion, the violence Ellis depicts is not gratuitous. Lost, however, in much of this often-impassioned debate and dialogue is the book itself – and what Ellis actually wrote. 21-years-old when Less than Zero was published, Ellis was still only 26 when American Psycho was released and his youth presented an obvious target. In 1991, Terry Teachout found ‘no moment in American Psycho where Bret Easton Ellis, who claims to be a serious artist, exhibits the workings of an adult moral imagination’ (45, 46), Brad Miner that it was ‘puerile – the very antithesis of good writing’ (43) and Carol Iannone that ‘the inclusion of the now famous offensive scenes reveals a staggering aesthetic and moral immaturity’ (54). Pagan Kennedy also ‘blamed’ the entire work on this immaturity, suggesting that instead of possessing a developed artistic sensibility, Ellis was reacting to (and, ironically, writing for the approval of) critics who had lauded the documentary realism of his violent and nihilistic teenage characters in Less than Zero, but then panned his less sensational story of campus life in The Rules of Attraction (427-428). Yet, in my opinion, there is not only a clear and coherent aesthetic vision driving Ellis’s oeuvre but, moreover, a profoundly moral imagination at work as well. This was my view upon first reading American Psycho, and part of the reason I was so shocked by that charge of filth on the bus. Once familiar with the controversy, I found this view shared by only a minority of commentators. Writing in the New Statesman & Society, Elizabeth J. Young asked: ‘Where have these people been? … Books of pornographic violence are nothing new … American Psycho outrages no contemporary taboos. Psychotic killers are everywhere’ (24). I was similarly aware that such murderers not only existed in reality, but also in many widely accessed works of literature and film – to the point where a few years later Joyce Carol Oates could suggest that the serial killer was an icon of popular culture (233). While a popular topic for writers of crime fiction and true crime narratives in both print and on film, a number of ‘serious’ literary writers – including Truman Capote, Norman Mailer, Kate Millet, Margaret Atwood and Oates herself – have also written about serial killers, and even crossed over into the widely acknowledged as ‘low-brow’ true crime genre. Many of these works (both popular or more literary) are vivid and powerful and have, as American Psycho, taken a strong moral position towards their subject matter. Moreover, many books and films have far more disturbing content than American Psycho, yet have caused no such uproar (Young and Caveney 120). By now, the plot of American Psycho is well known, although the structure of the book, noted by Weldon above (C1), is rarely analysed or even commented upon. First person narrator, Patrick Bateman, a young, handsome stockbroker and stereotypical 1980s yuppie, is also a serial killer. The book is largely, and innovatively, structured around this seeming incompatibility – challenging readers’ expectations that such a depraved criminal can be a wealthy white professional – while vividly contrasting the banal, and meticulously detailed, emptiness of Bateman’s life as a New York über-consumer with the scenes where he humiliates, rapes, tortures, murders, mutilates, dismembers and cannibalises his victims. Although only comprising some 16 out of 399 pages in my Picador edition, these violent scenes are extreme and certainly make the work as a whole disgustingly confronting. But that is the entire point of Ellis’s work. Bateman’s violence is rendered so explicitly because its principal role in the novel is to be inescapably horrific. As noted by Baelo Allué, there is no shift in tone between the most banally described detail and the description of violence (17): ‘I’ve situated the body in front of the new Toshiba television set and in the VCR is an old tape and appearing on the screen is the last girl I filmed. I’m wearing a Joseph Abboud suit, a tie by Paul Stuart, shoes by J. Crew, a vest by someone Italian and I’m kneeling on the floor beside a corpse, eating the girl’s brain, gobbling it down, spreading Grey Poupon over hunks of the pink, fleshy meat’ (Ellis 328). In complete opposition to how pornography functions, Ellis leaves no room for the possible enjoyment of such a scene. Instead of revelling in the ‘spine chilling’ pleasures of classic horror narratives, there is only the real horror of imagining such an act. The effect, as Kauffman has observed is, rather than arousing, often so disgusting as to be emetic (Bad Girls 249). Ellis was surprised that his detractors did not understand that he was trying to be shocking, not offensive (Love 49), or that his overall aim was to symbolise ‘how desensitised our culture has become towards violence’ (quoted in Dwyer 55). Ellis was also understandably frustrated with readings that conflated not only the contents of the book and their meaning, but also the narrator and author: ‘The acts described in the book are truly, indisputably vile. The book itself is not. Patrick Bateman is a monster. I am not’ (quoted in Love 49). Like Fay Weldon, Norman Mailer understood that American Psycho posited ‘that the eighties were spiritually disgusting and the author’s presentation is the crystallization of such horror’ (129). Unlike Weldon, however, Mailer shied away from defending the novel by judging Ellis not accomplished enough a writer to achieve his ‘monstrous’ aims (182), failing because he did not situate Bateman within a moral universe, that is, ‘by having a murderer with enough inner life for us to comprehend him’ (182). Yet, the morality of Ellis’s project is evident. By viewing the world through the lens of a psychotic killer who, in many ways, personifies the American Dream – wealthy, powerful, intelligent, handsome, energetic and successful – and, yet, who gains no pleasure, satisfaction, coherent identity or sense of life’s meaning from his endless, selfish consumption, Ellis exposes the emptiness of both that world and that dream. As Bateman himself explains: ‘Surface, surface, surface was all that anyone found meaning in. This was civilisation as I saw it, colossal and jagged’ (Ellis 375). Ellis thus situates the responsibility for Bateman’s violence not in his individual moral vacuity, but in the barren values of the society that has shaped him – a selfish society that, in Ellis’s opinion, refused to address the most important issues of the day: corporate greed, mindless consumerism, poverty, homelessness and the prevalence of violent crime. Instead of pornographic, therefore, American Psycho is a profoundly political text: Ellis was never attempting to glorify or incite violence against anyone, but rather to expose the effects of apathy to these broad social problems, including the very kinds of violence the most vocal critics feared the book would engender. Fifteen years after the publication of American Psycho, although our societies are apparently growing in overall prosperity, the gap between rich and poor also continues to grow, more are permanently homeless, violence – whether domestic, random or institutionally-sanctioned – escalates, and yet general apathy has intensified to the point where even the ‘ethics’ of torture as government policy can be posited as a subject for rational debate. The real filth of the saga of American Psycho is, thus, how Ellis’s message was wilfully ignored. While critics and public intellectuals discussed the work at length in almost every prominent publication available, few attempted to think in any depth about what Ellis actually wrote about, or to use their powerful positions to raise any serious debate about the concerns he voiced. Some recent critical reappraisals have begun to appreciate how American Psycho is an ‘ethical denunciation, where the reader cannot but face the real horror behind the serial killer phenomenon’ (Baelo Allué 8), but Ellis, I believe, goes further, exposing the truly filthy causes that underlie the existence of such seemingly ‘senseless’ murder. But, Wait, There’s More It is ironic that American Psycho has, itself, generated a mini-industry of products. A decade after publication, a Canadian team – filmmaker Mary Harron, director of I Shot Andy Warhol (1996), working with scriptwriter, Guinevere Turner, and Vancouver-based Lions Gate Entertainment – adapted the book for a major film (Johnson). Starring Christian Bale, Chloë Sevigny, Willem Dafoe and Reese Witherspoon and, with an estimated budget of U.S.$8 million, the film made U.S.$15 million at the American box office. The soundtrack was released for the film’s opening, with video and DVDs to follow and the ‘Killer Collector’s Edition’ DVD – closed-captioned, in widescreen with surround sound – released in June 2005. Amazon.com lists four movie posters (including a Japanese language version) and, most unexpected of all, a series of film tie-in action dolls. The two most popular of these, judging by E-Bay, are the ‘Cult Classics Series 1: Patrick Bateman’ figure which, attired in a smart suit, comes with essential accoutrements of walkman with headphones, briefcase, Wall Street Journal, video tape and recorder, knife, cleaver, axe, nail gun, severed hand and a display base; and the 18” tall ‘motion activated sound’ edition – a larger version of the same doll with fewer accessories, but which plays sound bites from the movie. Thanks to Stephen Harris and Suzie Gibson (UNE) for stimulating conversations about this book, Stephen Harris for information about the recent Australian reprint of American Psycho and Mark Seebeck (Pan Macmillan) for sales information. References Archer, Mark. “The Funeral Baked Meats.” The Spectator 27 April 1991: 31. Australian Broadcasting Corporation. First Tuesday Book Club. First broadcast 1 August 2006. Baelo Allué, Sonia. “The Aesthetics of Serial Killing: Working against Ethics in The Silence of the Lambs (1988) and American Psycho (1991).” Atlantis 24.2 (Dec. 2002): 7-24. Canadian Press. “Navy Yanks American Psycho.” The Globe and Mail 17 May 1991: C1. Canadian Press. “Gruesome Novel Was Bedside Reading.” Kitchener-Waterloo Record 1 Sep. 1995: A5. Dubin, Steven C. “Art’s Enemies: Censors to the Right of Me, Censors to the Left of Me.” Journal of Aesthetic Education 28.4 (Winter 1994): 44-54. Dwyer, Victor. “Literary Firestorm: Canada Customs Scrutinizes a Brutal Novel.” Maclean’s April 1991: 55. Ellis, Bret Easton. American Psycho. London: Macmillan-Picador, 1991. ———. Glamorama. New York: Knopf, 1999. ———. The Informers. New York: Knopf, 1994. ———. Less than Zero. New York: Simon & Schuster, 1985. ———. Lunar Park. New York: Knopf, 2005. ———. The Rules of Attraction. New York: Simon & Schuster, 1987. Fraser, James. :The Case for Publishing.” The Bulletin 18 June 1991. Fraser, William. “Book May Go under Wraps.” The Sydney Morning Herald 23 May 1991: 5. ———. “The Sensitive Censor and the Psycho.” The Sydney Morning Herald 24 May 1991: 5. Freccero, Carla. “Historical Violence, Censorship, and the Serial Killer: The Case of American Psycho.” Diacritics: A Review of Contemporary Criticism 27.2 (Summer 1997): 44-58. Graham, I. “Australian Censorship History.” Libertus.net 9 Dec. 2001. 17 May 2006 http://libertus.net/censor/hist20on.html>. Gurley Brown, Helen. Commentary in “Editorial Judgement or Censorship?: The Case of American Psycho.” The Writer May 1991: 20-23. Harris, Thomas. The Silence of the Lambs. New York: St Martins Press, 1988. Harron, Mary (dir.). American Psycho [film]. Edward R. Pressman Film Corporation, Lions Gate Films, Muse Productions, P.P.S. Films, Quadra Entertainment, Universal Pictures, 2004. Hitchens, Christopher. “Minority Report.” The Nation 7-14 January 1991: 7. Holt, Karen, and Charlotte Abbott. “Lunar Park: The Novel.” Publishers Weekly 11 July 2005. 13 Aug. 2006 http://www.publishersweekly.com/article/CA624404.html? pubdate=7%2F11%2F2005&display=archive>. Iannone, Carol. “PC & the Ellis Affair.” Commentary Magazine July 1991: 52-4. Irving, John. “Pornography and the New Puritans.” The New York Times Book Review 29 March 1992: Section 7, 1. 13 Aug. 2006 http://www.nytimes.com/books/97/06/15/lifetimes/25665.html>. 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Love, Robert. “Psycho Analysis: Interview with Bret Easton Ellis.” Rolling Stone 4 April 1991: 45-46, 49-51. Mailer, Norman. “Children of the Pied Piper: Mailer on American Psycho.” Vanity Fair March 1991: 124-9, 182-3. Manguel, Alberto. “Designer Porn.” Saturday Night 106.6 (July 1991): 46-8. Manne, Robert. “Liberals Deny the Video Link.” The Australian 6 Jan. 1997: 11. McDowell, Edwin. “NOW Chapter Seeks Boycott of ‘Psycho’ Novel.” The New York Times 6 Dec. 1990: C17. ———. “Vintage Buys Violent Book Dropped by Simon & Schuster.” The New York Times 17 Nov. 1990: 13. Miner, Brad. “Random Notes.” National Review 31 Dec. 1990: 43. National Organization for Women. Library Journal 2.91 (1991): 114. Oates, Joyce Carol. “Three American Gothics.” Where I’ve Been, and Where I’m Going: Essays, Reviews and Prose. New York: Plume, 1999. 232-43. Rapping, Elayne. “The Uses of Violence.” Progressive 55 (1991): 36-8. Rosenblatt, Roger. “Snuff this Book!: Will Brett Easton Ellis Get Away with Murder?” New York Times Book Review 16 Dec. 1990: 3, 16. Roth, Philip. Portnoy’s Complaint. New York: Random House, 1969. Shaw, Patrick W. The Modern American Novel of Violence. Troy, NY: Whitson, 2000. Sheppard, R. Z. “A Revolting Development.” Time 29 Oct. 1990: 100. Teachout, Terry. “Applied Deconstruction.” National Review 24 June 1991: 45-6. Tyrnauer, Matthew. “Who’s Afraid of Bret Easton Ellis?” Vanity Fair 57.8 (Aug. 1994): 70-3, 100-1. Vnuk, Helen. “X-rated? Outdated.” The Age 21 Sep. 2003. 17 May 2006 http://www.theage.com.au/articles/2003/09/19/1063625202157.html>. Wark, McKenzie. “Video Link Is a Distorted View.” The Australian 8 Jan. 1997: 11. Weldon, Fay. “Now You’re Squeamish?: In a World as Sick as Ours, It’s Silly to Target American Psycho.” The Washington Post 28 April 1991: C1. Wolf, Naomi. “The Animals Speak.” New Statesman & Society 12 April 1991: 33-4. Yardley, Jonathan. “American Psycho: Essence of Trash.” The Washington Post 27 Feb. 1991: B1. Young, Elizabeth J. “Psycho Killers. Last Lines: How to Shock the English.” New Statesman & Society 5 April 1991: 24. Young, Elizabeth J., and Graham Caveney. Shopping in Space: Essays on American ‘Blank Generation’ Fiction. London: Serpent’s Tail, 1992. Zaller, Robert “American Psycho, American Censorship and the Dahmer Case.” Revue Francaise d’Etudes Americaines 16.56 (1993): 317-25. Citation reference for this article MLA Style Brien, Donna Lee. "The Real Filth in : A Critical Reassessment." M/C Journal 9.5 (2006). echo date('d M. Y'); ?> <http://journal.media-culture.org.au/0610/01-brien.php>. APA Style Brien, D. (Nov. 2006) "The Real Filth in American Psycho: A Critical Reassessment," M/C Journal, 9(5). Retrieved echo date('d M. Y'); ?> from <http://journal.media-culture.org.au/0610/01-brien.php>.
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