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We propose a framework for detecting action patterns from motion sequences and modeling the sensory-motor relationship of animals, using a generative recurrent neural network.
On aims and methods of ethology
Niko Tinbergen · 1963
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Vehicles Experiments in Synthetic Psychology
Valentino Braitenberg · 1984
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Learning internal representation by error propagation, parallel distributed processing
DE Rumenlhart, Geoffrey E Hinton, and Ronald J Williams · 1986
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The sciences of the artificial
Herbert A Simon · 1996
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Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
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Some thoughts on the relation between behavior analysis and behavioral neuroscience
J Moore · 2002
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Dynamic bayesian networks: representation, inference and learning
Kevin Patrick Murphy · 2002
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Iam-ondb-an on-line english sentence database acquired from handwritten text on a whiteboard
Marcus Liwicki and Horst Bunke · 2005
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Visualizing data using t-sne
Laurens van der Maaten and Geoffrey Hinton · 2008
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Fruitless, doublesex and the genetics of social behavior in drosophila melanogaster
Kathleen K Siwicki and Edward A Kravitz · 2009
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Autoencoders, unsupervised learning, and deep architectures
Pierre Baldi · 2012
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Speech recognition with deep recurrent neural networks
Alan Graves, Abdel-rahman Mohamed, and Geoffrey Hinton · 2013
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Generating sequences with recurrent neural networks
Alex Graves · 2013
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Jaaba: interactive machine learning for automatic annotation of animal behavior
Mayank Kabra, Alice A Robie, Marta Rivera-Alba, Steven Branson, and Kristin Branson · 2013
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Toward a science of computational ethology
David J Anderson and Pietro Perona · 2014
TensorFlow: Large-scale machine learning on heterogeneous systems, 2015
Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Jozefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dan Mané, Rajat Monga, Sherry Moore, Derek Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng · 2015
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A recurrent latent variable model for sequential data
Junyoung Chung, Kyle Kastner, Laurent Dinh, Kratarth Goel, Aaron C Courville, and Yoshua Bengio · 2015
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Human-level control through deep reinforcement learning
Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A Rusu, Joel Veness, Marc G Bellemare, Alex Graves, Martin Riedmiller, Andreas K Fidjeland, Georg Ostrovski, et al · 2015
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Semi-supervised learning with ladder networks
Antti Rasmus, Mathias Berglund, Mikko Honkala, Harri Valpola, and Tapani Raiko · 2015
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From neural pca to deep unsupervised learning
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Mapping the stereotyped behaviour of freely moving fruit flies
Gordon J Berman, Daniel M Choi, William Bialek, and Joshua W Shaevitz · 2014
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Learning phrase representations using rnn encoder-decoder for statistical machine translation
Kyunghyun Cho, Bart Van Merriënboer, Caglar Gulcehre, Dzmitry Bahdanau, Fethi Bougares, Holger Schwenk, and Yoshua Bengio · 2014
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Detecting social actions of fruit flies
Eyrun Eyjolfsdottir, Steve Branson, Xavier P Burgos-Artizzu, Eric D Hoopfer, Jonathan Schor, David J Anderson, and Pietro Perona · 2014
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Harri Valpola · 2015
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Mapping sub-second structure in mouse behavior
Alexander B Wiltschko, Matthew J Johnson, Giuliano Iurilli, Ralph E Peterson, Jesse M Katon, Stan L Pashkovski, Victoria E Abraira, Ryan P Adams, and Sandeep Robert Datta · 2015
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A stochastic neuronal model predicts random search behaviors at multiple spatial scales in c. elegans
William M Roberts, Steven B Augustine, Kristy J Lawton, Theodore H Lindsay, Tod R Thiele, Eduardo J Izquierdo, Serge Faumont, Rebecca A Lindsay, Matthew Cale Britton, Navin Pokala, et al · 2016
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Mastering the game of go with deep neural networks and tree search
David Silver, Aja Huang, Chris J Maddison, Arthur Guez, Laurent Sifre, George Van Den Driessche, Julian Schrittwieser, Ioannis Antonoglou, Veda Panneershelvam, Marc Lanctot, et al · 2016
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