Theano swMATH ID: 5894 Software Authors: J. Bergstra, O. Breuleux, F. Bastien, P. Lamblin, R. Pascanu, G. Desjardins, J. Turian, D. Warde-Farley, Y. Bengio. Description: Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. Theano features tight integration with numpy, transparent use of a GPU, efficient symbolic differentiation, speed and stability optimizations, dynamic C code generation, and extensive unit-testing and self-verification. Theano has been powering large-scale computationally intensive scientific investigations since 2007. But it is also approachable enough to be used in the classroom (IFT6266 at the University of Montreal). Homepage: http://deeplearning.net/software/theano/ Programming Languages: Python, Numpy, Scipy, GPU Keywords: Python, Mathematics, CUDA, Science, research, Development, compiler, gradient, education Related Software: TensorFlow; Adam; PyTorch; Python; Keras; SciPy; ImageNet; AlexNet; Caffe; MXNet; Torch; GitHub; DiffSharp; NumPy; PyMC; Stan; Scikit; Autograd; AdaGrad; Lasagne Cited in: 65 Publications all top 5 Cited by 221 Authors 4 Bengio, Yoshua 4 Haghighat, Ehsan 3 Juanes, Ruben 3 Larochelle, Hugo 3 Sommer, Stefan 2 Arnaudon, Alexis 2 Bordes, Antoine 2 Côté, Marc-Alexandre 2 Weston, Jason 1 Aggarwal, Charu C. 1 Åkesson, Johan 1 Alain, Guillaume 1 Amini Niaki, Sina 1 Andersson, Joel A. E. 1 Baele, Guy 1 Banchi, Leonardo 1 Bao, Michael 1 Baydin, Atılım Güneş 1 Bekar, Ali Can 1 Bertozzi, Andrea Louise 1 Bessac, Julie 1 Bilionis, Ilias 1 Birk, Lothar 1 Blei, David M. 1 Bloem-Reddy, Benjamin 1 Bonilla, Edwin V. 1 Bonneel, Nicolas 1 Bose, Sougato 1 Bouchard, Guillaume 1 Boyd, Stephen Poythress 1 Brantingham, P. Jeffrey 1 Braun, Danielle 1 Brockmann, Dirk 1 Brooks, Daniel R. 1 Bujan, Alejandro F. 1 Cabanes, Yann 1 Campbell, Trevor 1 Cauwenberghs, Gert 1 Chandar, Sarath 1 Chauchat, Paul 1 Chawla, Sanjay 1 Chechik, Gal 1 Coeurjolly, David 1 Cohen, William W. 1 Courbariaux, Matthieu 1 Cruttwell, Geoffrey 1 Cubuk, Ekin D. 1 Cullot, Nadine 1 Cuturi, Marco 1 Dance, Christopher R. 1 Daulbaev, Talgat 1 De Raedt, Luc 1 Dellicour, Simon 1 Dezfouli, Amir 1 Diamond, Steven 1 Diehl, Moritz Mathias 1 Dodwell, Tim J. 1 Donnat, Claire 1 Duarte, Diogo 1 Duarte, Victor 1 El-Yaniv, Ran 1 Fedkiw, Ronald P. 1 Fei, Lunke 1 Ferraro, Alessandro 1 Fitzgibbon, Andrew W. 1 Fonseca, Julia 1 Frasconi, Paolo 1 Gallagher, Jonathan 1 Gao, Han 1 Gaussier, Eric 1 Gelman, Andrew 1 Gerald, Thomas 1 Giesen, Joachim 1 Gillet, Annabelle 1 Glorot, Xavier 1 Gómez, Héctor J. 1 Graham, Benjamin T. 1 Gregor, Karol 1 Guan, Zoe 1 Guigui, Nicolas 1 Ha, Jingwan 1 Hajri, Hatem 1 Heitz, Matthieu 1 Heyder, Stefan 1 Higham, Catherine F. 1 Higham, Desmond J. 1 Holbrook, Andrew J. 1 Holm, Darryl Dallas 1 Holmes, Susan P. 1 Hottung, André 1 Hou, Benjamin 1 Hubara, Itay 1 Hughes, Mark C. 1 Hyde, David A. B. 1 Innocenti, Luca 1 Kainz, Bernhard 1 Kar, Purushottam 1 Katrutsa, Alexandr 1 Keskar, Nitish Shirish 1 Khapra, Mitesh M. ...and 121 more Authors all top 5 Cited in 33 Serials 9 Journal of Machine Learning Research (JMLR) 6 Computer Methods in Applied Mechanics and Engineering 6 Neural Computation 5 Machine Learning 3 Journal of Computational Physics 3 Optimization Methods & Software 2 Fundamenta Informaticae 1 Biological Cybernetics 1 ACM Transactions on Mathematical Software 1 Applied Mathematics and Computation 1 Journal of Computational and Applied Mathematics 1 Chinese Annals of Mathematics. Series B 1 Computer Aided Geometric Design 1 Computers & Operations Research 1 Computational Mechanics 1 Journal of Economic Dynamics & Control 1 Neural Networks 1 SIAM Review 1 Journal of Knot Theory and its Ramifications 1 The Journal of Artificial Intelligence Research (JAIR) 1 Journal of High Energy Physics 1 Archives of Computational Methods in Engineering 1 Foundations of Computational Mathematics 1 Sādhanā 1 International Journal of Quantum Information 1 Journal of Statistical Mechanics: Theory and Experiment 1 Communications in Computational Physics 1 The Annals of Applied Statistics 1 SIAM Journal on Imaging Sciences 1 Journal of Computational and Graphical Statistics 1 Sankhyā. Series A 1 Information and Inference 1 Computational and Mathematical Biophysics all top 5 Cited in 22 Fields 42 Computer science (68-XX) 13 Numerical analysis (65-XX) 11 Statistics (62-XX) 9 Operations research, mathematical programming (90-XX) 9 Biology and other natural sciences (92-XX) 4 Partial differential equations (35-XX) 4 Probability theory and stochastic processes (60-XX) 4 Mechanics of deformable solids (74-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 3 Fluid mechanics (76-XX) 3 Statistical mechanics, structure of matter (82-XX) 3 Information and communication theory, circuits (94-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 2 Quantum theory (81-XX) 2 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Mathematical logic and foundations (03-XX) 1 Nonassociative rings and algebras (17-XX) 1 Category theory; homological algebra (18-XX) 1 Differential geometry (53-XX) 1 Manifolds and cell complexes (57-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Mechanics of particles and systems (70-XX) Citations by Year