PMTK swMATH ID: 14689 Software Authors: Dunham, M.; Murphy, K. Description: PMTK is a collection of Matlab/Octave functions, written by Matt Dunham, Kevin Murphy and various other people. The toolkit is primarily designed to accompany Kevin Murphy’s textbook Machine learning: a probabilistic perspective, but can also be used independently of this book. The goal is to provide a unified conceptual and software framework encompassing machine learning, graphical models, and Bayesian statistics (hence the logo). (Some methods from frequentist statistics, such as cross validation, are also supported.) Since December 2011, the toolbox is in maintenance mode, meaning that bugs will be fixed, but no new features will be added (at least not by Kevin or Matt). Homepage: https://github.com/probml/pmtk3 Source Code: https://github.com/probml/pmtk3 Dependencies: Matlab Related Software: PRMLT; Adam; ElemStatLearn; BayesDA; UCI-ml; TensorFlow; PyTorch; GitHub; ImageNet; L-BFGS; darch; Scikit; LIBSVM; Tensor2Tensor; redbKIT; R; AlexNet; Python; ISLR; Matlab Cited in: 353 Documents all top 5 Cited by 950 Authors 7 Husmeier, Dirk 5 Corani, Giorgio 5 Karniadakis, George Em 5 Raissi, Maziar 5 Soize, Christian 5 Zaffalon, Marco 4 Benavoli, Alessio 4 Ghanem, Roger G. 4 Kadziński, Miłosz 4 Liao, Xiuwu 4 Liu, Jiapeng 4 Paterlini, Sandra 4 Stuart, Andrew M. 3 Aderhold, Andrej 3 Banerjee, Sudipto 3 Girolami, Mark A. 3 Grzegorczyk, Marco A. 3 Guo, Mengwu 3 Hesthaven, Jan S. 3 Kovachki, Nikola B. 3 Perdikaris, Paris G. 3 Romor, Francesco 3 Rozza, Gianluigi 3 Wichert, Andreas 2 Abel, Markus 2 Bach, Francis R. 2 Bachoc, François 2 Belle, Vaishak 2 Bhattacharya, Kaushik 2 Bornn, Luke 2 Chen, Chong 2 Chen, Nan 2 Choi, Arthur 2 Cirak, Fehmi 2 Cordier, Laurent 2 Costa, Gianni 2 Crepey, Stephane 2 Cripps, Edward 2 Darwiche, Adnan 2 Datta, Abhirup 2 Demšar, Janez 2 Duffin, Connor 2 Durrande, Nicolas 2 Eliazar, Iddo I. 2 Gahm, Christian 2 Giacometti, Rosella 2 Giuzio, Margherita 2 Heinsalu, Els 2 Hejazi, Seyed Amir 2 Hernández-Lobato, Daniel 2 Hosseini, Reshad 2 Jackson, Kenneth R. 2 Katsoulakis, Markos A. 2 Kirk, Paul D. 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H. 2 Šůcha, Přemysl 2 Taddei, Tommaso 2 Torri, Gabriele 2 Tuma, Axel 2 Uzunoglu, Aykut 2 Wahl, Stefan 2 Yagawa, Genki 2 You, Chong 2 Zabaras, Nicholas J. 2 Zohdi, Tarek I. 1 Abbas-Turki, Lokman A. 1 Acharyya, Rupam 1 Adams, Ryan Prescott 1 Agrahari, Gargi 1 Ahmmed, Bulbul 1 Akiki, G. 1 Akyildiz, Ömer Deniz 1 Alameda-Pineda, Xavier 1 Alata, Olivier 1 Allen, Cody 1 Almeida, Regina C. 1 Amos, Brandon D. ...and 850 more Authors all top 5 Cited in 137 Serials 20 Journal of Computational Physics 18 Computer Methods in Applied Mechanics and Engineering 14 European Journal of Operational Research 11 International Journal of Approximate Reasoning 11 Machine Learning 11 Statistics and Computing 9 Journal of Machine Learning Research (JMLR) 7 Neural Computation 7 SIAM/ASA Journal on Uncertainty Quantification 6 Artificial Intelligence 6 Physica D 6 Computational Statistics 5 Information Sciences 5 Neural Networks 4 Journal of Mathematical Psychology 4 Journal of Statistical Computation and Simulation 4 The Annals of Applied Statistics 4 SIAM Journal on Imaging Sciences 4 Bayesian Analysis 3 Computers & Mathematics with Applications 3 Insurance Mathematics & Economics 3 Computational Mechanics 3 Annals of Operations Research 3 Computational Statistics and Data Analysis 3 The Journal of Artificial Intelligence Research (JAIR) 3 Quantum Information Processing 3 Statistical Applications in Genetics and Molecular Biology 3 Electronic Journal of Statistics 3 Journal of Computational and Graphical Statistics 2 The American Statistician 2 International Journal of Control 2 Inverse Problems 2 Journal of Fluid Mechanics 2 Journal of the Franklin Institute 2 Physica A 2 Automatica 2 International Statistical Review 2 Journal of Computational and Applied Mathematics 2 Journal of Econometrics 2 Journal of Multivariate Analysis 2 Journal of Optimization Theory and Applications 2 Operations Research 2 SIAM Journal on Numerical Analysis 2 Statistics & Probability Letters 2 Computers & Operations Research 2 Journal of Scientific Computing 2 Applied Mathematical Modelling 2 Mathematical Programming. 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Theory and Methods 1 Linear Algebra and its Applications 1 Proceedings of the National Academy of Sciences of the United States of America 1 Stochastic Processes and their Applications 1 Journal of Mathematical Imaging and Vision 1 Test ...and 37 more Serials all top 5 Cited in 33 Fields 181 Statistics (62-XX) 144 Computer science (68-XX) 56 Numerical analysis (65-XX) 43 Operations research, mathematical programming (90-XX) 40 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 38 Probability theory and stochastic processes (60-XX) 23 Biology and other natural sciences (92-XX) 18 Partial differential equations (35-XX) 14 Mechanics of deformable solids (74-XX) 14 Quantum theory (81-XX) 10 Fluid mechanics (76-XX) 10 Systems theory; control (93-XX) 10 Information and communication theory, circuits (94-XX) 7 Dynamical systems and ergodic theory (37-XX) 6 Combinatorics (05-XX) 6 Statistical mechanics, structure of matter (82-XX) 4 Functional analysis (46-XX) 4 Geophysics (86-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 3 Ordinary differential equations (34-XX) 3 Geometry (51-XX) 2 Approximations and expansions (41-XX) 2 Harmonic analysis on Euclidean spaces (42-XX) 2 Integral equations (45-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 2 Differential geometry (53-XX) 1 General and overarching topics; collections (00-XX) 1 History and biography (01-XX) 1 Mathematical logic and foundations (03-XX) 1 Convex and discrete geometry (52-XX) 1 Mechanics of particles and systems (70-XX) 1 Classical thermodynamics, heat transfer (80-XX) 1 Astronomy and astrophysics (85-XX) Citations by Year