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Zeitschriftenartikel zum Thema „SincNet“

Autor: Grafiati

Veröffentlicht am 28. Juni 2021

Zuletzt aktualisiert am 18. Februar 2022

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1

Zeng, Hong, Zhenhua Wu, Jiaming Zhang, Chen Yang, Hua Zhang, Guojun Dai und Wanzeng Kong. „EEG Emotion Classification Using an Improved SincNet-Based Deep Learning Model“. Brain Sciences 9, Nr. 11 (14.11.2019): 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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2

Chowdhury, Labib, Hasib Zunair und Nabeel Mohammed. „Robust Deep Speaker Recognition: Learning Latent Representation with Joint Angular Margin Loss“. Applied Sciences 10, Nr. 21 (26.10.2020): 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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3

Chandra Shekar, Meena, und 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, Nr. 4 (Oktober 2019): 2956. http://dx.doi.org/10.1121/1.5137266.

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4

Śmigiel, Sandra, Krzysztof Pałczyński und Damian Ledziński. „ECG Signal Classification Using Deep Learning Techniques Based on the PTB-XL Dataset“. Entropy 23, Nr. 9 (28.08.2021): 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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5

R. Ahmed, Hawzhen, und Rashwan Salih. „Language Policy and Kurdish Identity since 2003“. Twejer 2, Nr. 3 (August 2019): 967–98. http://dx.doi.org/10.31918/twejer.1923.24.

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6

Brunotto, Mabel. „De los genes a la atención clínica –oncología bucal-“. Revista de la Facultad de Odontología 28, Nr. 3 (20.12.2018): 1–2. http://dx.doi.org/10.25014/revfacodont271.2018.3.1.

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7

Malek, Martin. „Russia’s Asymmetric Wars in Chechnya since 1994“. Connections: The Quarterly Journal 08, Nr. 4 (2009): 81–98. http://dx.doi.org/10.11610/connections.08.4.05.

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8

Usenko, I. O., V. V. Kovtyukh, A. S. Miroshnichenko und S. Danford. „Polaris: History of Pulsation Activity since Discovery“. Nauka ta innovacii 13, Nr. 1 (30.01.2017): 109–13. http://dx.doi.org/10.15407/scin13.01.109.

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9

Usenko, I. O., V. V. Kovtyukh, A. S. Miroshnichenko und S. Danford. „Polaris: History of Pulsation Activity since Discovery“. Science and innovation 13, Nr. 1 (12.04.2017): 99–103. http://dx.doi.org/10.15407/scine13.01.099.

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10

A.Chiranjeevi, A. Chiranjeevi, J. Rama Devi und Prof B. Ramachandra Reddy. „A Review of Commercial Banks Since Nationalization“. Global Journal For Research Analysis 3, Nr. 4 (15.06.2012): 1–3. http://dx.doi.org/10.15373/22778160/apr2014/89.

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11

Rodríguez Ortiz, Esther. „MoMoWo-La creatividad de las mujeres desde el Movimiento Moderno“. Hábitat y Sociedad, Nr. 11 (2018): 249–56. http://dx.doi.org/10.12795/habitatysociedad.2018.i11.15.

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12

Schramm, Frank, und Armin Banis. „Die UN sprechen Deutsch? Ja, seit 1975“. Vereinte Nationen 68, Nr. 1 (2020): 8. http://dx.doi.org/10.35998/vn-2020-0002.

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13

Jangir, Dr Sunil Kumar. „INDIAN’S POLICY TOWARDS UNITED STATES SINCE 1990’s“. International Journal of Scientific Research 2, Nr. 7 (01.06.2012): 476–77. http://dx.doi.org/10.15373/22778179/july2013/163.

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14

Vats, Deepak. „Fiscal Reforms and Consolidation in India Since 1991“. Indian Journal of Applied Research 4, Nr. 6 (01.10.2011): 1–4. http://dx.doi.org/10.15373/2249555x/june2014/175.

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15

Brönnimann, S., O. Martius, H. von Waldow, C. Welker, J. Luterbacher, G. P. Compo, P. D. Sardeshmukh und T. Usbeck. „Extreme winds at northern mid-latitudes since 1871“. Meteorologische Zeitschrift 21, Nr. 1 (01.02.2012): 13–27. http://dx.doi.org/10.1127/0941-2948/2012/0337.

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16

Miller, Roy McG. „Review of the Namibian mining industry since Independence“. Zeitschrift der Deutschen Geologischen Gesellschaft 152, Nr. 2-4 (11.12.2001): 479–502. http://dx.doi.org/10.1127/zdgg/152/2001/479.

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17

Tsurkanu, Lidiya, Hadley Leavell und Balasundram Maniam. „U.S. FDI in Europe since 1990: An Empirical Investigation“. International Journal of Trade, Economics and Finance 6, Nr. 3 (Juni 2015): 186–90. http://dx.doi.org/10.7763/ijtef.2015.v6.467.

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18

Nesvadba, Vladimír, Jitka Charvátová, Josef Vostřel und Markéta Werschallová. „Evaluation of Czech hop cultivars since 2010 till 2019“. Plant, Soil and Environment 66, No. 12 (02.12.2020): 658–63. http://dx.doi.org/10.17221/430/2020-pse.

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Czech hop cultivars were evaluated from 2010 to 2019. A total of 13 cultivars were assessed. The highest yield per plant was found out in cv. Kazbek (3.66 kg/plant), whereas the lowest in cv. Saazer (2.02 kg/plant). Rubín and Boomerang are the cultivars with the lowest variability of the yield per plant. On the contrary, the highest variability was shown by cv. Kazbek. Conclusively the highest content of alpha acids was recorded in cv. Gaia (13.81%), whereas Saazer is the cultivar with the lowest content (2.87%). Significantly highest content of beta acids were recorded in cvs. Gaia, Vital, Boomerang and Bohemie. On the contrary, the lowest content of beta acids was found in cvs. Saazer, Rubín and Bor (below 4%). Kazbek is the cultivar with the highest ratio of cohumulone (36.67% rel.). Cvs. Premiant and Harmonie show the lowest ratio of cohumulone (19.63% rel.). The lowest ratio of myrcene (18.91% rel.) and caryophyllene (8.26% rel.) was recorded in cv. Saazer. The highest ratio of farnesene was found in cv. Saazer (13.34% rel.) and cv. Saaz Late (10.22% rel.). A wide range was found in the ratio of humulene: from 2.15% rel. (cv. Vital) to 35.76% rel. (cv. Bor). Cv. Gaia has the highest ratio of selinene (19.77% rel.).

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19

Singh, Veer Virendra. „Agricultural Productivity in India since 1951 : Plan-wise Analysis“. Contemporary Social Sciences 27, Nr. 2 (01.04.2018): 181–87. http://dx.doi.org/10.29070/27/57480.

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20

Montenegro Martínez, Gino, und Angela Maria Segura Cardona. „Indicadores sociales y de salud a partir de la implementación de Red Unidos en Bogotá“. Revista de la Universidad Industrial de Santander. Salud 52, Nr. 1 (01.02.2020): 9–19. http://dx.doi.org/10.18273/revsal.v52n1-2020003.

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Introducción: Red Unidos es la política colombiana para la reducción de la pobreza extrema. Promueve el acceso de los hogares a servicios de salud, educación y a mejorar sus condiciones de habitabilidad, nutrición, ingresos y trabajo. El acceso a servicios, como los promovidos por la Red Unidos puede cambiar en el tiempo el comportamiento de indicadores sociales y de salud. Objetivo: Valorar el comportamiento de indicadores sociales y de salud a partir de la implementación de Red Unidos en Bogotá entre 2002-2017. Materiales y métodos: Se realizó un estudio longitudinal con información retrospectiva. Se tomaron registros de indicadores sociales y de salud para Bogotá durante el periodo 2002 - 2017. Se realizó un análisis de series de tiempo interrumpida para analizar el cambio de tendencia y de nivel de los indicadores sociales y de salud a partir de la implementación de Red Unidos. Resultados: Se presentaron reducciones significativas en el comportamiento de los indicadores de salud por cada año de observación para el periodo de estudio, excepto para la prevalencia de desnutrición crónica. La razón de mortalidad materna y la prevalencia de desnutrición global presentaron cambios significativos de nivel, pero no de tendencia. De manera similar, los indicadores sociales presentaron reducciones significativas por cada año de observación durante el periodo de estudio, a excepción de la tasa global de participación laboral. Los cambios de nivel para este grupo de indicadores no fueron persistentes en el tiempo. Conclusiones: Los cambios en el comportamiento de los indicadores posterior a la implementación de la Red no fueron sostenidos en el tiempo. Sin embargo, estos cambios son producto de múltiples factores, no sólo de la Red Unidos.

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21

Schumann, Ulrich. „Contrails — a prototype of cirrus cloud studies since 80 years“. Meteorologische Zeitschrift 6, Nr. 6 (12.12.1997): 304–5. http://dx.doi.org/10.1127/metz/6/1997/304.

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22

Pérez-Castro, Marta. „Colonialismo Cultural: Arte y Escritura en Al Ándalus a partir de 1492.“ Anduli, Nr. 20 (2021): 235–51. http://dx.doi.org/10.12795/anduli.2021.i20.13.

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Relationships among visual signs, society and memory reveal the dominant cultural order in a given context as well as the causes that maintain it (influence and imposition) and the effects on the population where it occurs (alienation and cultural resilience). Therefore, it is possible to identify deeper social processes with a purely visual and symbolic reading. Visual signs (two-dimensional), in addition to configuring the way space is understood (three-dimensional), reflect social and political dynamics (the time factor). To have a more complete vision of the moment and context, it is necessary to interrelate art with sociology and history. In the specific case of al-Andalus, there is a turning point at which there are changes in visuality that are mainly reflected in writing (Arabic and Latin), the use of symbols (the Mudejar, the cross) and the organization of the spaces designated for art (temples, museums, exhibition halls); hence, these changes function as visual indexes of social dynamics that reach to the present day. The visual supports the social and vice versa, configuring and maintaining a certain worldview. If there is visual continuity, there is continuity in the social sphere.

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23

Blake, Virgil L. P. „Since Shaughnessy“. Collection Management 19, Nr. 1-2 (26.09.1994): 1–42. http://dx.doi.org/10.1300/j105v19n01_01.

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24

Boxall, Peter. „Since Beckett“. Textual Practice 20, Nr. 2 (Januar 2006): 301–17. http://dx.doi.org/10.1080/09502360600703344.

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25

Schlösser, U. G., und T. Friedl. „Additions to the culture collection of algae at Göttingen since 1997“. Nova Hedwigia 71, Nr. 1-2 (03.09.2000): 243–62. http://dx.doi.org/10.1127/nova/71/2000/243.

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26

Selby, A. K. „Sudan since independence: studies of political development since 1956“. International Affairs 63, Nr. 4 (1987): 701. http://dx.doi.org/10.2307/2619734.

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27

Li, Jiannong, Inna Smalley, Michael J. Schell, Keiran S. M. Smalley und Y. Ann Chen. „SinCHet: a MATLAB toolbox for single cell heterogeneity analysis in cancer“. Bioinformatics 33, Nr. 18 (04.05.2017): 2951–53. http://dx.doi.org/10.1093/bioinformatics/btx297.

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28

Bonilla Jurado, Diego, Gonzalo Noboa Larrea, Karina Ruiz Abril und Juan Cabrera Vélez. „ACADEMIA, GOBIERNO Y EMPRESAS UNA PERSPECTIVA DESDE LA VINCULACION CON LA COLECTIVIDAD“. Revista de Investigación Enlace Universitario 19, Nr. 2 (01.12.2020): 60–71. http://dx.doi.org/10.33789/enlace.19.2.74.

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Las Instituciones de Educación Superior cumplen la función de potenciarla vinculación con la colectividad, por ello, es un proceso que va en función del estado, en la presente investigación tiene el objetivo de describir la sinergia que debe existir entre estado, la universidad y la colectividad, establecido mediante el modelo triple hélice. El estudio se centró en analizar a las Instituciones de Educación Superior del Ecuador y el cumplimiento la normativa legal y estructural, además describir la situación de las universidades de categorías A y B de Ecuador y las actividades de tres de Europa. La metodología que se aplicó es de tipo documental, en especial se trabajó con documentos de legislación, decretos, estatutos prescripción social o de derecho. La investigación concluye con el cumplimiento de normativas direccionadas a la vinculación con la sociedad, considerando los entes activos en el proceso como es la alianza estratégica entre el Estado, Universidad y Colectividad.

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29

Llanos-Reyes, Claudio, und José Antonio González-Pizarro. „Notas de investigación sobre globalización neoliberal y desempleo desde los años 1970 y 1980“. Revista Austral de Ciencias Sociales, Nr. 38 (2020): 123–49. http://dx.doi.org/10.4206/rev.austral.cienc.soc.2020.n38-07.

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30

Guhr, H., U. Dreyer und D. Spott. „Changes in water quality and macrozoobenthos in the River Elbe since 1989“. River Systems 10, Nr. 1-4 (18.09.1996): 293–98. http://dx.doi.org/10.1127/lr/10/1996/293.

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31

Oren, Aharon, Jiří Komárek und Lucien Hoffmann. „Nomenclature of the Cyanophyta/Cyanobacteria/Cyanoprokaryotes: What has happened since IAC Luxembourg?“ Algological Studies 130 (01.10.2009): 17–26. http://dx.doi.org/10.1127/1864-1318/2009/0130-0017.

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32

R, Priya, Vinothini G und Corpus D. Cor Jesu. „A Study on Food Grains Production in Indian Economy Since 1990’S“. Journal of Advanced Research in Dynamical and Control Systems 11, Nr. 0009-SPECIAL ISSUE (25.09.2019): 1331–37. http://dx.doi.org/10.5373/jardcs/v11/20192745.

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33

Ajay A., Taware, Tatiya Harish S., Jadhav Vijay T. und Punpale S.B. „Correlation between Vitreous Electrolytes and Time since Death: An Autopsy Based Study“. Indian Journal of Forensic Medicine and Pathology 10, Nr. 2 (2017): 66–72. http://dx.doi.org/10.21088/ijfmp.0974.3383.10217.13.

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34

Török, A., und A. Jámbor. „Agri-food trade of the new member states since the EU accession“. Agricultural Economics (Zemědělská ekonomika) 59, No. 3 (03.04.2013): 101–12. http://dx.doi.org/10.17221/110/2012-agricecon.

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In 2004 and 2007, twelve New Member States (NMS) joined the European Union (EU), causing several changes in the field of agriculture. One of the major changes was the transformation of the national agri-food trade. The aim of the paper is to analyse the effects of the EU accession on the NMS agri-food trade, especially considering the revealed comparative advantages. The results suggest that the intensity of the NMS agri-food trade has increased significantly after the accession, though there was a serious deterioration in the NMS agri-food trade balance in most cases. It has also become evident that the NMS agri-food trade was highly concentrated by country and by product, though the concentration has not changed significantly after the EU accession. Moreover, our analyses highlight one of the most important characteristics of the NMS agri-food trade structure – the focus on the agri-food raw materials in export together with the agri-food processed products in import. As to the NMS agri-food trade specialisation, the diversity among member states becomes apparent. Almost all countries experienced a decrease in their comparative advantage after the accession, though it still remained at an acceptable level in most cases. As for the stability of the comparative advantage, the results suggest a weakening trend, underpinned by the convergence of the pattern of revealed comparative advantage. By estimating the survival function to the sample, it can be observed that the accession has radically changed the survival time of agri-food trade, meaning that the revealed comparative advantage has not turned out to be persistent in the period analysed. From the policy perspective, there is a clear need for structural changes in the NMS agriculture and agri-food sector in order to tackle the negative tendencies of the national agri-food trade. The most important long-term goal should be the production and export of higher value-added processed products based on domestic raw materials.  

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35

Seligmann, Matthew S., und Ali A. Mazrui. „Africa since 1935“. International Journal of African Historical Studies 33, Nr. 1 (2000): 245. http://dx.doi.org/10.2307/220336.

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36

Ackerson, Wayne, und Colin Legum. „Africa Since Independence“. History Teacher 34, Nr. 1 (November 2000): 119. http://dx.doi.org/10.2307/3054379.

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37

Palais, James B., Stewart Lone und Gavan McCormack. „Korea since 1850.“ American Historical Review 100, Nr. 4 (Oktober 1995): 1278. http://dx.doi.org/10.2307/2168285.

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38

Northrup, David, Roland Oliver und Anthony Atmore. „Africa since 1800“. International Journal of African Historical Studies 28, Nr. 1 (1995): 232. http://dx.doi.org/10.2307/221352.

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39

Chu, Shao-Kang, und Richard T. Phillips. „China Since 1911.“ Pacific Affairs 70, Nr. 1 (1997): 122. http://dx.doi.org/10.2307/2761241.

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40

Dunn, Joe P., Robert D. Marcus, David Burner und Gar Alperovitz. „America since 1945“. History Teacher 21, Nr. 3 (Mai 1988): 373. http://dx.doi.org/10.2307/493005.

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41

Rosenthal, Deborah, Daniel Wheeler und Katherine Hoffman. „Art since 1945“. Art Journal 51, Nr. 3 (1992): 103. http://dx.doi.org/10.2307/777356.

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42

Olshansky, S. Jay, und Bruce A. Carnes. „Ever Since Gompertz“. Demography 34, Nr. 1 (Februar 1997): 1. http://dx.doi.org/10.2307/2061656.

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43

Black, David, und Colin Legum. „Africa since Independence“. Canadian Journal of African Studies / Revue Canadienne des Études Africaines 35, Nr. 2 (2001): 394. http://dx.doi.org/10.2307/486133.

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44

Cypher, James M. „Mexico since Nafta“. New Labor Forum 20, Nr. 3 (Oktober 2011): 61–69. http://dx.doi.org/10.4179/nlf.203.0000009.

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45

Hitchcock, H. Wiley, Aaron Copland und Vivian Perlis. „Copland since 1943“. American Music 8, Nr. 2 (1990): 231. http://dx.doi.org/10.2307/3051952.

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46

Gardner, Frank. „Capitalism since 1945“. International Affairs 68, Nr. 2 (April 1992): 346–47. http://dx.doi.org/10.2307/2623261.

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47

Henig, Ruth. „China since 1911“. International Affairs 72, Nr. 4 (Oktober 1996): 868. http://dx.doi.org/10.2307/2624251.

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48

Whiteley, Nigel, Kathryn B. Hiesinger und George H. Marcus. „Design since 1945“. Technology and Culture 27, Nr. 2 (April 1986): 334. http://dx.doi.org/10.2307/3105173.

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49

Kornblith, Hilary. „Ever Since Descartes“. Monist 68, Nr. 2 (1985): 264–76. http://dx.doi.org/10.5840/monist198568227.

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50

Devilee, Peter, Anne-Marie Cleton-Jansen und Cees J. Cornelisse. „Ever since Knudson“. Trends in Genetics 17, Nr. 10 (Oktober 2001): 569–73. http://dx.doi.org/10.1016/s0168-9525(01)02416-7.

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