Academic literature on the topic 'SincNet'

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Journal articles on the topic "SincNet"

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Zeng, Hong, Zhenhua Wu, Jiaming Zhang, Chen Yang, Hua Zhang, Guojun Dai, and Wanzeng Kong. "EEG Emotion Classification Using an Improved SincNet-Based Deep Learning Model." Brain Sciences 9, no. 11 (November 14, 2019): 326. http://dx.doi.org/10.3390/brainsci9110326.

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Deep learning (DL) methods have been used increasingly widely, such as in the fields of speech and image recognition. However, how to design an appropriate DL model to accurately and efficiently classify electroencephalogram (EEG) signals is still a challenge, mainly because EEG signals are characterized by significant differences between two different subjects or vary over time within a single subject, non-stability, strong randomness, low signal-to-noise ratio. SincNet is an efficient classifier for speaker recognition, but it has some drawbacks in dealing with EEG signals classification. In this paper, we improve and propose a SincNet-based classifier, SincNet-R, which consists of three convolutional layers, and three deep neural network (DNN) layers. We then make use of SincNet-R to test the classification accuracy and robustness by emotional EEG signals. The comparable results with original SincNet model and other traditional classifiers such as CNN, LSTM and SVM, show that our proposed SincNet-R model has higher classification accuracy and better algorithm robustness.
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Chowdhury, Labib, Hasib Zunair, and Nabeel Mohammed. "Robust Deep Speaker Recognition: Learning Latent Representation with Joint Angular Margin Loss." Applied Sciences 10, no. 21 (October 26, 2020): 7522. http://dx.doi.org/10.3390/app10217522.

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Speaker identification is gaining popularity, with notable applications in security, automation, and authentication. For speaker identification, deep-convolutional-network-based approaches, such as SincNet, are used as an alternative to i-vectors. Convolution performed by parameterized sinc functions in SincNet demonstrated superior results in this area. This system optimizes softmax loss, which is integrated in the classification layer that is responsible for making predictions. Since the nature of this loss is only to increase interclass distance, it is not always an optimal design choice for biometric-authentication tasks such as face and speaker recognition. To overcome the aforementioned issues, this study proposes a family of models that improve upon the state-of-the-art SincNet model. Proposed models AF-SincNet, Ensemble-SincNet, and ALL-SincNet serve as a potential successor to the successful SincNet model. The proposed models are compared on a number of speaker-recognition datasets, such as TIMIT and LibriSpeech, with their own unique challenges. Performance improvements are demonstrated compared to competitive baselines. In interdataset evaluation, the best reported model not only consistently outperformed the baselines and current prior models, but also generalized well on unseen and diverse tasks such as Bengali speaker recognition.
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Chandra Shekar, Meena, and John H. L. Hansen. "Speaker tracking using SincNet for multi-channel naturalistic audio corpora: Apollo 11 fearless steps." Journal of the Acoustical Society of America 146, no. 4 (October 2019): 2956. http://dx.doi.org/10.1121/1.5137266.

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Śmigiel, Sandra, Krzysztof Pałczyński, and Damian Ledziński. "ECG Signal Classification Using Deep Learning Techniques Based on the PTB-XL Dataset." Entropy 23, no. 9 (August 28, 2021): 1121. http://dx.doi.org/10.3390/e23091121.

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The analysis and processing of ECG signals are a key approach in the diagnosis of cardiovascular diseases. The main field of work in this area is classification, which is increasingly supported by machine learning-based algorithms. In this work, a deep neural network was developed for the automatic classification of primary ECG signals. The research was carried out on the data contained in a PTB-XL database. Three neural network architectures were proposed: the first based on the convolutional network, the second on SincNet, and the third on the convolutional network, but with additional entropy-based features. The dataset was divided into training, validation, and test sets in proportions of 70%, 15%, and 15%, respectively. The studies were conducted for 2, 5, and 20 classes of disease entities. The convolutional network with entropy features obtained the best classification result. The convolutional network without entropy-based features obtained a slightly less successful result, but had the highest computational efficiency, due to the significantly lower number of neurons.
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R. Ahmed, Hawzhen, and Rashwan Salih. "Language Policy and Kurdish Identity since 2003." Twejer 2, no. 3 (August 2019): 967–98. http://dx.doi.org/10.31918/twejer.1923.24.

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Brunotto, Mabel. "De los genes a la atención clínica –oncología bucal-." Revista de la Facultad de Odontología 28, no. 3 (December 20, 2018): 1–2. http://dx.doi.org/10.25014/revfacodont271.2018.3.1.

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Malek, Martin. "Russia’s Asymmetric Wars in Chechnya since 1994." Connections: The Quarterly Journal 08, no. 4 (2009): 81–98. http://dx.doi.org/10.11610/connections.08.4.05.

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Usenko, I. O., V. V. Kovtyukh, A. S. Miroshnichenko, and S. Danford. "Polaris: History of Pulsation Activity since Discovery." Nauka ta innovacii 13, no. 1 (January 30, 2017): 109–13. http://dx.doi.org/10.15407/scin13.01.109.

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Usenko, I. O., V. V. Kovtyukh, A. S. Miroshnichenko, and S. Danford. "Polaris: History of Pulsation Activity since Discovery." Science and innovation 13, no. 1 (April 12, 2017): 99–103. http://dx.doi.org/10.15407/scine13.01.099.

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A.Chiranjeevi, A. Chiranjeevi, J. Rama Devi, and Prof B. Ramachandra Reddy. "A Review of Commercial Banks Since Nationalization." Global Journal For Research Analysis 3, no. 4 (June 15, 2012): 1–3. http://dx.doi.org/10.15373/22778160/apr2014/89.

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Dissertations / Theses on the topic "SincNet"

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Lukáč, Peter. "Verifikace osob podle hlasu bez extrakce příznaků." Master's thesis, Vysoké učení technické v Brně. Fakulta informačních technologií, 2021. http://www.nusl.cz/ntk/nusl-445531.

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Verifikácia osôb je oblasť, ktorá sa stále modernizuje, zlepšuje a snaží sa vyhovieť požiadavkám, ktoré sa na ňu kladú vo oblastiach využitia ako sú autorizačné systmémy, forenzné analýzy, atď. Vylepšenia sa uskutočňujú vďaka pokrom v hlbokom učení, tvorením nových trénovacích a testovacích dátovych sad a rôznych súťaží vo verifikácií osôb a workshopov. V tejto práci preskúmame modely pre verifikáciu osôb bez extrakcie príznakov. Používanie nespracovaných zvukových stôp ako vstupy modelov zjednodušuje spracovávanie vstpu a teda znižujú sa výpočetné a pamäťové požiadavky a redukuje sa počet hyperparametrov potrebných pre tvorbu príznakov z nahrávok, ktoré ovplivňujú výsledky. Momentálne modely bez extrakcie príznakov nedosahujú výsledky modelov s extrakciou príznakov. Na základných modeloch budeme experimentovať s modernými technikamy a budeme sa snažiť zlepšiť presnosť modelov. Experimenty s modernými technikamy značne zlepšili výsledky základných modelov ale stále sme nedosiahli výsledky vylepšeného modelu s extrakciou príznakov. Zlepšenie je ale dostatočné nato aby sme vytovrili fúziu so s týmto modelom. Záverom diskutujeme dosiahnuté výsledky a navrhujeme zlepšenia na základe týchto výsledkov.
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Yau, Kevin Kam Ching. "An investigation of some contemporary problems in astronomy and astrophysics by way of early astronomical records." Thesis, Durham University, 1988. http://etheses.dur.ac.uk/6331/.

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Early astronomical records of comets, supernovae, novae, sunspots and aurorae from Far Eastern dynastic histories together with records from Babylonians cuneiform tablets are compiled and analysed. The present investigation gives new insight into the three following topics in current astronomy and astrophysics.(1) Halley's Comet Past orbits of Halley's Comet since 240 BC are studied in detail using mainly early Chinese observations. The date of perihelion passages are deduced for each return. The only gap in the Chinese records, for the return of 164 BC, is now filled by the discovery of two records on Babylonian tablets. This discovery improves the date of perihelion, which is established as within one week of Nov 16 in 164 BC. We are now confident that every return of Halley's Comet from 240 BC onwards has been recorded.(2) Supernovae and Novae A catalogue of historical supernovae and novae is compiled. Descriptions regarding the position of the eight well known supemovae SN 185, 386, 393, 1006, 1054, 1181, 1572 and 1604 are re-evaluated in term of recent studies. The spurious supernova SN 1408 is discussed in detail and found that there is insufficient evidence supporting a supernova interpretation. The positions of 26 well recorded historical novae are discussed in depth and their coordinates are deduced. (3) Solar Variability Catalogues of naked-eye sunspots and aurorae are compiled from Far Eastern sources. Analysis of these records suggests an average period of about 10 years for the basic solar cycle. Observational factors such as variation with the phases of the Moon are also discussed. A comparison of these data with other proxy indicators like (^14)C and (^10)Beshows a similar trend in the behaviour of the Sun over the last two thousand years.
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Magagula, Petros Qambukusa. "Swaziland's relations with Britain and South Africa since 1968." Thesis, Durham University, 1988. http://etheses.dur.ac.uk/6640/.

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This work looks into Swaziland's political, economic, social and cultural relations with Britain (its former colonial master) and South Africa (its big and rich neighbour) in the period since Swaziland's Independence in 1968. The focus is on how Swaziland's relations with Britain and South Africa influence its socio-economic and political developments, and its internal and external security. As a micro-state, with a population of less than 0.7 million people, the assumption is made that Swaziland's progress and security can be reasonably assessed by examining its relations with the two powerful states with whom it has close links. This assumption arises from the fact that (i) Swaziland inherited political institutions from Britain, (ii) there were strong economic links (investments, trade, aid) between it and Britain at Independence and these ties continue today, (iii) there were, and still are, economic links in almost every aspect between Swaziland and South Africa at Independence and (iv) South Africa dominates the Southern Africa region - militarily and economically. The main arguments in the Thesis are (a) that the economic links between Swaziland and the two states provide economic growth for the former, thus helping to maintain stability, although South African domination threatens to undermine Swaziland's independence (b) that Swaziland has pursued a "tightrope policy" in Southern Africa, and that this regional strategy has, on the whole, succeeded in helping the country's survival; and (c) that the political system of Swaziland has an in-built tension in that the traditional institutions exist alongside modern ones and this is a threat to political stability.
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Smith, R. M. "Agriculture in the Department of Meuse since 1945." Thesis, University of East Anglia, 1989. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.235416.

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Grundy-Warr, Carl. "Engineering linkages with the coal chain." Thesis, Durham University, 1989. http://etheses.dur.ac.uk/6494/.

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"Industrial restructuring without parallel in recent British industrial history" is how the current Chairman of British Coal, Sir Robert Haslam, has described events in that industry. Since 1960 upwards of three quarters of a million jobs have gone in the deep coal mining industry alone. Numerous studies have analysed the underlying mechanisms behind the rapid decline of the nationalised coal industry, but hitherto little attention has been paid to the national linkage effects of that decline. This thesis is an attempt to analyse the consequences of industrial restructuring in coal mining on its UK engineering suppliers. In so doing, the thesis develops into much more than an empirical case study of industrial linkage and becomes a critical analysis of state capital-private capital relations. In particular, it focusses on the shifting boundaries of state ownership in the energy sector of the 'eighties. It considers what are the main processes involved and some of the consequences for those people and places most dependent on mining related jobs for their livelihoods.
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Lownie, Ralph H. "The doctrine of diminished responsibility in English criminal law." Thesis, University of Kent, 1989. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.328639.

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Wigglesworth, Neil. "A social history of rowing in England from 1715 to the present day." Thesis, University of Manchester, 1988. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.329075.

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Holden, Rhiannon. "Les Temps Modernes and French intellectual tradition." Thesis, University of Aberdeen, 1985. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.235489.

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Shiach, Morag Elizabeth. "A critical account of historical developments in the analysis of popular culture in Britain since the eighteenth century." Thesis, University of Cambridge, 1987. https://www.repository.cam.ac.uk/handle/1810/272706.

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au, maria degabriele@police wa gov, and Maria Degabriele. "Postorientalism : orientalism since orientalism." Murdoch University, 1997. http://wwwlib.murdoch.edu.au/adt/browse/view/adt-MU20080122.112339.

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This dissertation examines a range of popular contemporary texts in a post-Saidian context. It begins with an analysis of Orientalism, as that text influences almost any discussion of representations of Easmest relations. Now, almost twenty years after Orientalism was first published in 1978 it is still a crucial text, and it still needs to be understood and argued with. The other texts looked at in this dissertation include novels, drama, films, opera, a musical, and the print and electronic mass media. They are texts that either represent or comment on EastIWest relations. The main texts I examine fall roughly into two categories: ones that are clearly orientalist and ones that are postorientalist. Those that are orientalist repeat the same myths of Orient Said describes in Orientalism. Those that are postorientalist challenge those myths by repeating and elaborating them, reversing and displacing the orientalist gaze. The methodological approach is an eclectic blend of cultural studies and literary criticism. Such an approach enables analysis of a variety of texts, fiom classical nineteenth century books and myths through to contemporary postmodern representations, that deal with identity politics. My thesis is that contemporary postcolonial representations that deal with East and West and that use and displace the very terms such categories rest upon, can be called "postoriental".
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Books on the topic "SincNet"

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Lacombe, Chantal Soudée. La faïence de Sinceny, 1737-1775: A décor de grand feu :28 septembre-16 décembre 1990, Saint-Omer, Musée de l'Hôtel Sandelin. Saint-Omer: Le Musée, 1990.

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Norfleet, Celeste O. Since forever. Washington, D.C: Arabesque, 2003.

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Nibley, Hugh. Since Cumorah. Edited by Welch John W. 2nd ed. Salt Lake City, Utah: Deseret Book Co., 1988.

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Wallner, Alexandra. Since 1920. New York: Doubleday, 1992.

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Tomalin, Ruth. Long since. London: Faber and Faber, 1989.

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1967-, Mukherji Rahul, ed. India since 1980. New York: Cambridge University Press, 2011.

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Japan since 1945. Ann Arbor, Michigan: Association for Asian Studies, Inc., 2014.

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Fort, Keith. Burnley since 1900. Urmston: Archive Publications in association with the Lancashire Evening Telegraph, 1988.

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Germany since 1945. New York: Palgrave Macmillan, 2004.

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Hardy, Clive. Manchester since 1900. Urmston: Archive Publications in association with the Manchester Evening News, 1988.

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Book chapters on the topic "SincNet"

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Tripathi, Mayank, Divyanshu Singh, and Seba Susan. "Speaker Recognition Using SincNet and X-Vector Fusion." In Artificial Intelligence and Soft Computing, 252–60. Cham: Springer International Publishing, 2020. http://dx.doi.org/10.1007/978-3-030-61401-0_24.

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von Fintel, Kai, and Sabine Iatridou. "Since." In The Semantics of Plurals, Focus, Degrees, and Times, 305–33. Cham: Springer International Publishing, 2019. http://dx.doi.org/10.1007/978-3-030-04438-1_15.

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Lowe, Norman. "Britain Since 1964." In Mastering Modern British History, 619–38. London: Macmillan Education UK, 1989. http://dx.doi.org/10.1007/978-1-349-11106-0_31.

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Gleason, Philip. "Catholicism Since 1945." In The Blackwell Companion to Religion in America, 491–507. Oxford, UK: Wiley-Blackwell, 2010. http://dx.doi.org/10.1002/9781444324082.ch32.

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Williams, Kieran. "Slovakia since 1993." In Security Intelligence Services in New Democracies, 123–58. London: Palgrave Macmillan UK, 2001. http://dx.doi.org/10.1057/9781403905369_5.

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Pan, Guangdan. "Since Darwin’s Death." In Socio-biological Implications of Confucianism, 177–79. Berlin, Heidelberg: Springer Berlin Heidelberg, 2014. http://dx.doi.org/10.1007/978-3-662-44575-4_23.

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Alpert, Rebecca T. "Baseball Since 1920." In A Companion to American Sport History, 177–201. Oxford: John Wiley & Sons, Inc., 2014. http://dx.doi.org/10.1002/9781118609446.ch8.

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Wu, Weiping, and Piper Gaubatz. "Urbanization since 1949." In The Chinese City, 78–104. Second edition. | Abingdon, Oxon; New York, NY: Routledge, 2021.: Routledge, 2020. http://dx.doi.org/10.4324/9780429829550-6.

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Kwok, Ka-ho. "Taiwan Since 1945." In When Education Meets Politics in Taiwan, 21–46. Rotterdam: SensePublishers, 2017. http://dx.doi.org/10.1007/978-94-6351-152-0_3.

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Godefroy, Hélène. "Perversion Since Freud?" In Perversion Now!, 77–85. Cham: Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-47271-3_7.

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Conference papers on the topic "SincNet"

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Chagas Nunes, Joao Antonio, David Macedo, and Cleber Zanchettin. "Additive Margin SincNet for Speaker Recognition." In 2019 International Joint Conference on Neural Networks (IJCNN). IEEE, 2019. http://dx.doi.org/10.1109/ijcnn.2019.8852112.

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Ravanelli, Mirco, and Yoshua Bengio. "Speaker Recognition from Raw Waveform with SincNet." In 2018 IEEE Spoken Language Technology Workshop (SLT). IEEE, 2018. http://dx.doi.org/10.1109/slt.2018.8639585.

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Fainberg, Joachim, Ondrej Klejch, Erfan Loweimi, Peter Bell, and Steve Renals. "Acoustic Model Adaptation from Raw Waveforms with Sincnet." In 2019 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU). IEEE, 2019. http://dx.doi.org/10.1109/asru46091.2019.9003974.

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Parcollet, Titouan, Mohamed Morchid, and Georges Linares. "E2E-SINCNET: Toward Fully End-To-End Speech Recognition." In ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2020. http://dx.doi.org/10.1109/icassp40776.2020.9053954.

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Dubey, Harishchandra, Abhijeet Sangwan, and John H. L. Hansen. "Transfer Learning Using Raw Waveform Sincnet for Robust Speaker Diarization." In ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2019. http://dx.doi.org/10.1109/icassp.2019.8683023.

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Wang, Wei, Fatjon Seraj, Nirvana Meratnia, and Paul J. M. Havinga. "Speaker Counting Model based on Transfer Learning from SincNet Bottleneck Layer." In 2020 IEEE International Conference on Pervasive Computing and Communications (PerCom). IEEE, 2020. http://dx.doi.org/10.1109/percom45495.2020.9127390.

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Oneata, Dan, Lucian Georgescu, Horia Cucu, Dragos Burileanu, and Corneliu Burileanu. "Revisiting SincNet: An Evaluation of Feature and Network Hyperparameters for Speaker Recognition." In 2020 28th European Signal Processing Conference (EUSIPCO). IEEE, 2021. http://dx.doi.org/10.23919/eusipco47968.2020.9287794.

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Zeinali, Hossein, Themos Stafylakis, Georgia Athanasopoulou, Johan Rohdin, Ioannis Gkinis, Lukáš Burget, and Jan Černocký. "Detecting Spoofing Attacks Using VGG and SincNet: BUT-Omilia Submission to ASVspoof 2019 Challenge." In Interspeech 2019. ISCA: ISCA, 2019. http://dx.doi.org/10.21437/interspeech.2019-2892.

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Chowdhury, Labib, Mustafa Kamal, Najia Hasan, and Nabeel Mohammed. "Curricular SincNet: Towards Robust Deep Speaker Recognition by Emphasizing Hard Samples in Latent Space." In 2021 International Conference of the Biometrics Special Interest Group (BIOSIG). IEEE, 2021. http://dx.doi.org/10.1109/biosig52210.2021.9548296.

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Chang, Pei-Chun, Yong-Sheng Chen, and Chang-Hsing Lee. "MS-SincResNet: Joint Learning of 1D and 2D Kernels Using Multi-scale SincNet and ResNet for Music Genre Classification." In ICMR '21: International Conference on Multimedia Retrieval. New York, NY, USA: ACM, 2021. http://dx.doi.org/10.1145/3460426.3463619.

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Reports on the topic "SincNet"

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Quah, John, Matthew Polisson, Shachar Kariv, and Aluma Dembo. Ever since Allais. The IFS, June 2021. http://dx.doi.org/10.1920/wp.ifs.2021.1521.

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Johnson, Paul, Andrew Leicester, and Peter Levell. Environmental policy since 1997. Institute for Fiscal Studies, April 2010. http://dx.doi.org/10.1920/bn.ifs.2010.0094.

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Warren, Sean. Since I've Been Away. Portland State University Library, January 2000. http://dx.doi.org/10.15760/etd.1093.

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Meyer, Josefin, Carmen Reinhart, and Christoph Trebesch. Sovereign Bonds since Waterloo. Cambridge, MA: National Bureau of Economic Research, February 2019. http://dx.doi.org/10.3386/w25543.

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Stewart, George, Scott M. Fabbri, and Adam B. Siegel. JTF Operations Since 1983. Fort Belvoir, VA: Defense Technical Information Center, July 1994. http://dx.doi.org/10.21236/ada390437.

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Barro, Robert, and José Ursúa. Macroeconomic Crises since 1870. Cambridge, MA: National Bureau of Economic Research, April 2008. http://dx.doi.org/10.3386/w13940.

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Myck, Michal. Fiscal reforms since May 1997. Institute for Fiscal Studies, October 2000. http://dx.doi.org/10.1920/bn.ifs.2000.0014.

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Eichengreen, Barry. The Gold Standard Since Alec Ford. Cambridge, MA: National Bureau of Economic Research, September 1989. http://dx.doi.org/10.3386/w3122.

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Kelly, Luke. Threats to Civilian Aviation Since 1975. Institute of Development Studies (IDS), February 2021. http://dx.doi.org/10.19088/k4d.2021.019.

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This literature review finds that the main malicious threats to civilian aviation since 1975 are attacks by terrorist groups, deliberate or accidental damage arising from conflicts, and incidents caused by people who work for airlines or airports. While the sector has responded to hijackings and bombings with increasing security since the 1970s, actors seeking to attack aircraft have modified their tactics, and new threats such as liquid explosives and cyber attacks have emerged. Civilian aviation has seen relatively fewer accidents and deaths over the years, but threats remain. The review focuses on malicious threats to civilian aviation. It, therefore, excludes weather events or accidents. The first section lists major malicious threats to civilian aviation since 1975. It includes both actual and planned events (e.g. hijackings that were prevented) that are recorded in open-source documents. Each threat is listed alongside information on its cause (e.g. terrorism, state actions, crime), the context in which it occurred (broader factors shaping the risk including geography, regime type, technology), and its impact (on passengers, policy, security, economic). The second section discusses some of the trends in threats to aviation. Motives for malicious threats include terrorism, crime, asylum-seeking, and insider attacks by aggrieved or mentally ill airline staff. Hijacking has been the most common form of threat, although bombing or suicide attacks have killed more people. Threats may also take the form of accidental attacks on civilian planes misidentified as threats in conflict zones. Experts suggest that growing threats are cyberattacks and the use of unmanned aerial vehicles, although neither has yet caused a major incident.
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Dearden, Lorraine, Laura Williams, Alexander Levine, Wenchao (Michelle) Jin, and Louis Hodge. Financial support for HE students since 2012. IFS, October 2014. http://dx.doi.org/10.1920/bn.ifs.2014.00152.

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