## darch

 swMATH ID: 11086 Software Authors: Martin Drees Description: darch: Package for deep architectures and Restricted-Bolzmann-Machines. The darch package is build on the basis of the code from G. E. Hinton and R. R. Salakhutdinov (available under Matlab Code for deep belief nets : last visit: 01.08.2013). This package is for generating neural networks with many layers (deep architectures) and train them with the method introduced by the publications ”A fast learning algorithm for deep belief nets” (G. E. Hinton, S. Osindero, Y. W. Teh) and ”Reducing the dimensionality of data with neural networks” (G. E. Hinton, R. R. Salakhutdinov). This method includes a pre training with the contrastive divergence method publishing by G.E Hinton (2002) and a fine tuning with common known training algorithms like backpropagation or conjugate gradient. Homepage: http://cran.r-project.org/web/packages/darch/index.html Dependencies: R Related Software: ImageNet; AlexNet; Adam; PRMLT; TensorFlow; GitHub; UCI-ml; MNIST; t-SNE; PyTorch; word2vec; CIFAR; AdaGrad; Keras; ADADELTA; ElemStatLearn; AdaBoost.MH; Scikit; PMTK; LIBSVM Referenced in: 307 Publications
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### Referenced by 878 Authors

 3 Bengio, Yoshua 3 Fischer, Asja 3 Igel, Christian 3 Khoo, Yuehaw 3 Montúfar, Guido F. 3 Ying, Lexing 3 Zhong, Guoqiang 3 Zhou, Dingxuan 2 Amari, Shun-ichi 2 Baldi, Pierre 2 Ban, Jungchao 2 Barra, Adriano 2 Carlberg, Kevin T. 2 Chang, Chih-Hung 2 Cheriet, Mohamed 2 Chow, Tommy W. S. 2 Cui, Shaoqing 2 Gao, Yu 2 Getoor, Lise 2 Gong, Maoguo 2 Hinton, Geoffrey Everest 2 Jaeger, Herbert 2 Karakida, Ryo 2 Kim, Daijin 2 Kovachki, Nikola B. 2 Kozyrev, Sergeĭ Vladimirovich 2 Li, Chenfeng 2 Lin, Shaobo 2 Liu, Li 2 Liu, Yan 2 Liu, Zhanli 2 Lu, Jianfeng 2 Luo, Chengcheng 2 Lyubchich, Vyacheslav 2 Oishi, Atsuya 2 Okada, Masato 2 Phung, Dinh Q. 2 Príncipe, José Carlos 2 Qiao, Junfei 2 Salakhutdinov, Ruslan R. 2 Stuart, Andrew M. 2 Sugiyama, Masashi 2 Tibshirani, Robert John 2 Tran, Truyen 2 Venkatesh, Svetha 2 Wu, Yingnian 2 Xie, Yu 2 Yagawa, Genki 2 Yu, Philip S. 2 Yu, Shujian 2 Yuille, Alan L. 2 Zhang, Ji 2 Zhang, Kai 2 Zhang, Zhao 2 Zhu, Hong 2 Zhu, Song-Chun 2 Zhuang, Zhuo 1 Abdullayeva, Fargana J. 1 Agliari, Elena 1 Agres, Kat 1 Ahmad, Zohaib 1 Ahmed, Nesreen K. 1 Ahn, Sungsoo 1 Alain, Guillaume 1 Alajlan, Naif 1 Alameda-Pineda, Xavier 1 Amer, Mohamed R. 1 Andrikopoulos, Athanasios 1 Angeli, Andrea 1 Annamalai, Andy 1 Antonenko, Oleksandr 1 Arora, Sanjeev 1 Arora, Viplove 1 Ay, Nihat 1 Ayinde, Babajide O. 1 Bach, Stephen H. 1 Baesens, Bart 1 Bahlmann, Claus 1 Balu, Aditya 1 Bandyopadhyay, Sanghamitra 1 Barber, David G. 1 Basu, Saikat 1 Bazant, Martin Z. 1 Behnke, Sven 1 Belova, Natalya S. 1 Bemporad, Alberto 1 Ben-David, Shai 1 Bennett, Kane C. 1 Benrejeb, Mohamed 1 Berger, Theodore W. 1 Bernacchia, Alberto 1 Bernstein, Alexander 1 Bhattacharyya, Malay 1 Bie, Xiaoyu 1 Bitzer, Sebastian 1 Bogacz, Rafal 1 Böhmer, Wendelin 1 Bolland, Scott 1 Bonneel, Nicolas 1 Boob, Digvijay ...and 778 more Authors
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### Referenced in 109 Serials

 32 Neural Networks 21 Neural Computation 17 Computer Methods in Applied Mechanics and Engineering 13 Machine Learning 11 Information Sciences 11 Journal of Machine Learning Research (JMLR) 9 Journal of Computational Physics 7 Mathematical Problems in Engineering 6 Pattern Recognition 6 International Journal of Computer Vision 6 Journal of Statistical Mechanics: Theory and Experiment 6 Algorithms 5 International Journal of Approximate Reasoning 5 European Journal of Operational Research 5 Computer Science Review 3 Biological Cybernetics 3 Multidimensional Systems and Signal Processing 3 Applied and Computational Harmonic Analysis 3 Annals of Mathematics and Artificial Intelligence 3 Data Mining and Knowledge Discovery 3 International Journal of Applied Mathematics and Computer Science 3 Computational Geosciences 3 Analysis and Applications (Singapore) 3 Journal of Control Science and Engineering 2 Artificial Intelligence 2 Journal of the Franklin Institute 2 Physica A 2 Physics Letters. A 2 Applied Mathematics and Computation 2 Theoretical Computer Science 2 Computer Aided Geometric Design 2 Computational Mechanics 2 European Journal of Applied Mathematics 2 Journal of Mathematical Imaging and Vision 2 SIAM Journal on Scientific Computing 2 Complexity 2 Soft Computing 2 Chaos 2 Journal of High Energy Physics 2 Computational Intelligence 2 Mathematical Biosciences and Engineering 2 Computational & Mathematical Methods in Medicine 2 The Annals of Applied Statistics 2 SIAM Journal on Imaging Sciences 2 $$p$$-Adic Numbers, Ultrametric Analysis, and Applications 2 Information and Inference 2 Journal of Theoretical Biology 2 Advances in Data Science and Adaptive Analysis 1 Computers and Fluids 1 Inverse Problems 1 Journal of Statistical Physics 1 Mathematical Biosciences 1 Physics Reports 1 Chaos, Solitons and Fractals 1 The Annals of Statistics 1 Automatica 1 Journal of the American Statistical Association 1 Journal of Econometrics 1 Quarterly of Applied Mathematics 1 Statistics & Probability Letters 1 Journal of Classification 1 Algorithmica 1 Discrete & Computational Geometry 1 Signal Processing 1 Designs, Codes and Cryptography 1 Computational Statistics and Data Analysis 1 SIAM Journal on Optimization 1 International Journal of Bifurcation and Chaos in Applied Sciences and Engineering 1 Test 1 Journal of Inverse and Ill-Posed Problems 1 Advances in Computational Mathematics 1 Engineering Analysis with Boundary Elements 1 European Journal of Control 1 Mathematical and Computer Modelling of Dynamical Systems 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Journal of Applied Statistics 1 European Journal of Mechanics. A. Solids 1 Journal of Biological Systems 1 Probability in the Engineering and Informational Sciences 1 Archives of Computational Methods in Engineering 1 Entropy 1 Sādhanā 1 OR Spectrum 1 Stochastics and Dynamics 1 Statistical Applications in Genetics and Molecular Biology 1 North American Actuarial Journal 1 International Journal of Wavelets, Multiresolution and Information Processing 1 Computational Management Science 1 Discrete Optimization 1 Lecture Notes in Computational Science and Engineering 1 Studies in Computational Intelligence 1 Advances in Data Analysis and Classification. ADAC 1 Communications in Computational Physics 1 Science 1 Mathematical Geosciences 1 Numerical Mathematics: Theory, Methods and Applications 1 Foundations and Trends in Machine Learning 1 Journal of Computational and Graphical Statistics 1 European Actuarial Journal 1 The Journal of Mathematical Neuroscience ...and 9 more Serials
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### Referenced in 34 Fields

 221 Computer science (68-XX) 92 Statistics (62-XX) 46 Biology and other natural sciences (92-XX) 26 Numerical analysis (65-XX) 18 Information and communication theory, circuits (94-XX) 16 Mechanics of deformable solids (74-XX) 15 Probability theory and stochastic processes (60-XX) 13 Operations research, mathematical programming (90-XX) 12 Systems theory; control (93-XX) 11 Fluid mechanics (76-XX) 10 Statistical mechanics, structure of matter (82-XX) 9 Partial differential equations (35-XX) 8 Geophysics (86-XX) 8 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 7 Combinatorics (05-XX) 7 Dynamical systems and ergodic theory (37-XX) 6 General and overarching topics; collections (00-XX) 6 Quantum theory (81-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 3 Relativity and gravitational theory (83-XX) 2 History and biography (01-XX) 2 Ordinary differential equations (34-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 1 Number theory (11-XX) 1 Algebraic geometry (14-XX) 1 Potential theory (31-XX) 1 Several complex variables and analytic spaces (32-XX) 1 Approximations and expansions (41-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Functional analysis (46-XX) 1 Operator theory (47-XX) 1 Algebraic topology (55-XX) 1 Mechanics of particles and systems (70-XX) 1 Optics, electromagnetic theory (78-XX)