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; ElemStatLearn; Adam; BayesDA; UCI-ml; ImageNet; L-BFGS; LIBSVM; TensorFlow; AlexNet; redbKIT; darch; PyTorch; EnKF; Stan; glasso; k-means++; Matlab; EGO; R Cited in: 266 Publications all top 5 Cited by 731 Authors 5 Corani, Giorgio 5 Husmeier, Dirk 5 Karniadakis, George Em 5 Raissi, Maziar 4 Ghanem, Roger G. 4 Paterlini, Sandra 4 Soize, Christian 4 Zaffalon, Marco 3 Aderhold, Andrej 3 Benavoli, Alessio 3 Grzegorczyk, Marco 3 Hesthaven, Jan S. 3 Kadziński, Miłosz 3 Liao, Xiuwu 3 Liu, Jiapeng 3 Perdikaris, Paris G. 3 Stuart, Andrew M. 2 Abel, Markus 2 Bach, Francis R. 2 Bachoc, François 2 Banerjee, Sudipto 2 Bornn, Luke 2 Chen, Chong 2 Choi, Arthur 2 Cordier, Laurent 2 Cripps, Edward 2 Darwiche, Adnan 2 Datta, Abhirup 2 Demšar, Janez 2 Durrande, Nicolas 2 Eliazar, Iddo I. 2 Giacometti, Rosella 2 Girolami, Mark A. 2 Giuzio, Margherita 2 Guo, Mengwu 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. W. 2 Koutsourelakis, Phaedon-Stelios 2 Kovachki, Nikola B. 2 Lee, Wonjung 2 López-Lopera, Andrés F. 2 Mao, Xiaoxin 2 Marchetti, Gionni 2 Marino, Joseph 2 Moreira, Catarina 2 Noack, Bernd R. 2 Novák, Antonín 2 Oishi, Atsuya 2 Öktem, Ozan 2 Patriarca, Marco 2 Roustant, Olivier 2 Sapsis, Themistoklis P. 2 Segond, Marc 2 Spohn, Andreas 2 Sra, Suvrit 2 Stuckey, Peter James 2 Stumpf, Michael P. H. 2 Šůcha, Přemysl 2 Taddei, Tommaso 2 Torri, Gabriele 2 Wichert, Andreas 2 Yagawa, Genki 2 Zabaras, Nicholas J. 2 Zohdi, Tarek I. 1 Acharyya, Rupam 1 Adams, Ryan Prescott 1 Ahmmed, B. 1 Akiki, G. 1 Alameda-Pineda, Xavier 1 Alata, Olivier 1 Allen, Cody 1 Almeida, Regina C. 1 Andersen, Hans-Erik 1 Andrei, Oana 1 Arias-Londoño, Julián D. 1 Arruda, José Roberto F. 1 Atzberger, Paul J. 1 Azzimonti, Laura 1 Babaee, Hessam 1 Babtie, Ann C. 1 Baesens, Bart 1 Bahl, Pranav 1 Bajaj, Chandrajit L. 1 Balachandar, S. Raja 1 Baldi, Pierre 1 Barclay, Lorna M. 1 Batista, Carlos A. S. 1 Bechhoefer, John 1 Belle, Vaishak 1 Bengio, Yoshua 1 Benson, Austin R. 1 Benzaquen, Michael 1 Bezener, Martin 1 Bhattacharya, Kaushik 1 Bhattacharyya, Chiranjib ...and 631 more Authors all top 5 Cited in 103 Serials 19 Journal of Computational Physics 15 Computer Methods in Applied Mechanics and Engineering 11 International Journal of Approximate Reasoning 11 European Journal of Operational Research 10 Machine Learning 9 Journal of Machine Learning Research (JMLR) 7 Neural Computation 7 Statistics and Computing 6 Artificial Intelligence 5 Computational Statistics 5 SIAM/ASA Journal on Uncertainty Quantification 4 Physica D 4 Bayesian Analysis 3 Information Sciences 3 Journal of Mathematical Psychology 3 Insurance Mathematics & Economics 3 Computational Mechanics 3 Journal of Statistical Computation and Simulation 3 Computational Statistics and Data Analysis 3 Quantum Information Processing 3 Statistical Applications in Genetics and Molecular Biology 3 Electronic Journal of Statistics 3 The Annals of Applied Statistics 2 The American Statistician 2 Inverse Problems 2 Journal of Fluid Mechanics 2 Physica A 2 Automatica 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 Statistics & Probability Letters 2 Applied Mathematical Modelling 2 Mathematical Programming. Series A. Series B 2 SIAM Journal on Optimization 2 The Journal of Artificial Intelligence Research (JAIR) 2 Annals of Mathematics and Artificial Intelligence 2 INFORMS Journal on Computing 2 Soft Computing 2 Chaos 2 Journal of Applied Statistics 2 Quantitative Finance 2 Archives of Computational Methods in Engineering 2 Computational Management Science 2 Journal of Statistical Mechanics: Theory and Experiment 2 SIAM Journal on Imaging Sciences 2 Mathematical Geosciences 2 Algorithms 2 Journal of Computational and Graphical Statistics 2 SMAI Journal of Computational Mathematics 1 International Journal of Modern Physics B 1 Acta Mechanica 1 Computers and Fluids 1 International Journal of Control 1 International Journal of Theoretical Physics 1 Linear and Multilinear Algebra 1 Physics Letters. A 1 Physics Reports 1 Psychometrika 1 The Annals of Statistics 1 International Journal for Numerical Methods in Engineering 1 Journal of the American Statistical Association 1 Journal of Computer and System Sciences 1 Journal of Economic Theory 1 SIAM Journal on Control and Optimization 1 SIAM Journal on Numerical Analysis 1 Journal of Automated Reasoning 1 Journal of Economic Dynamics & Control 1 Neural Networks 1 Annals of Operations Research 1 Games and Economic Behavior 1 Communications in Statistics. Simulation and Computation 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 1 Formal Methods in System Design 1 SIAM Journal on Scientific Computing 1 International Journal of Computer Vision 1 Journal of Computational Neuroscience 1 Monte Carlo Methods and Applications 1 Vietnam Journal of Mathematics 1 Journal of Combinatorial Optimization 1 Australian & New Zealand Journal of Statistics 1 Discrete Dynamics in Nature and Society 1 New Journal of Physics 1 Brazilian Journal of Probability and Statistics 1 Entropy 1 Multiscale Modeling & Simulation 1 Engineering Optimization 1 Advances in Data Analysis and Classification. ADAC 1 Communications in Computational Physics 1 Statistical Analysis and Data Mining 1 Foundations and Trends in Signal Processing 1 SIAM Journal on Financial Mathematics 1 Foundations and Trends in Machine Learning 1 Journal of Theoretical Biology ...and 3 more Serials all top 5 Cited in 29 Fields 139 Statistics (62-XX) 110 Computer science (68-XX) 38 Numerical analysis (65-XX) 35 Operations research, mathematical programming (90-XX) 32 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 29 Probability theory and stochastic processes (60-XX) 16 Biology and other natural sciences (92-XX) 11 Quantum theory (81-XX) 10 Partial differential equations (35-XX) 10 Fluid mechanics (76-XX) 9 Mechanics of deformable solids (74-XX) 8 Information and communication theory, circuits (94-XX) 6 Combinatorics (05-XX) 5 Statistical mechanics, structure of matter (82-XX) 4 Dynamical systems and ergodic theory (37-XX) 4 Geophysics (86-XX) 4 Systems theory; control (93-XX) 3 Ordinary differential equations (34-XX) 2 Harmonic analysis on Euclidean spaces (42-XX) 2 Integral equations (45-XX) 2 Functional analysis (46-XX) 2 Calculus of variations and optimal control; optimization (49-XX) 2 Geometry (51-XX) 2 Differential geometry (53-XX) 1 History and biography (01-XX) 1 Linear and multilinear algebra; matrix theory (15-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