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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; UCI-ml; BayesDA; Adam; L-BFGS; ImageNet; LIBSVM; redbKIT; Stan; darch; AlexNet; EGO; EnKF; glasso; k-means++; R; PyTorch; TensorFlow; AdaBoost.MH
Cited in: 235 Publications
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Cited by 670 Authors

5 Corani, Giorgio
5 Husmeier, Dirk
5 Karniadakis, George Em
5 Raissi, Maziar
4 Paterlini, Sandra
4 Soize, Christian
4 Zaffalon, Marco
3 Aderhold, Andrej
3 Benavoli, Alessio
3 Ghanem, Roger G.
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 Darwiche, Adnan
2 Datta, Abhirup
2 Demšar, Janez
2 Durrande, Nicolas
2 Eliazar, Iddo I.
2 Giacometti, Rosella
2 Giuzio, Margherita
2 Guo, Mengwu
2 Heinsalu, Els
2 Hejazi, Seyed Amir
2 Hosseini, Reshad
2 Jackson, Kenneth R.
2 Katsoulakis, Markos A.
2 Koutsourelakis, Phaedon-Stelios
2 Kovachki, Nikola B.
2 Lee, Wonjung
2 López-Lopera, Andrés F.
2 Mao, Xiaoxin
2 Marchetti, Gionni
2 Moreira, Catarina
2 Noack, Bernd R.
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 Stumpf, Michael P. H.
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 Ahamed, Razia
1 Ahmmed, B.
1 Akiki, G.
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 Back, Trevor
1 Baesens, Bart
1 Bahl, Pranav
1 Bajaj, Chandrajit L.
1 Balachandar, S. Raja
1 Barclay, Lorna M.
1 Batista, Carlos A. S.
1 Beauguerlange, Nathalie
1 Bechhoefer, John
1 Belle, Vaishak
1 Bengio, Yoshua
1 Benson, Austin R.
1 Benzaquen, Michael
1 Bezener, Martin
1 Bhattacharyya, Chiranjib
1 Bigoni, Caterina
1 Bilionis, Ilias
1 Birmpa, Panagiota
1 Bishwas, Arit Kumar
1 Blankenburg, Felix
1 Blei, David M.
1 Blomberg, Jeanette
1 Bonnel, Henri
...and 570 more Authors
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Cited in 97 Serials

18 Journal of Computational Physics
14 Computer Methods in Applied Mechanics and Engineering
9 International Journal of Approximate Reasoning
9 European Journal of Operational Research
9 Journal of Machine Learning Research (JMLR)
7 Machine Learning
7 Neural Computation
6 Artificial Intelligence
6 Statistics and Computing
4 Computational Statistics
4 Bayesian Analysis
3 Information Sciences
3 Journal of Mathematical Psychology
3 Insurance Mathematics & Economics
3 Physica D
3 Computational Mechanics
3 Journal of Statistical Computation and Simulation
3 Computational Statistics and Data Analysis
3 The Journal of Artificial Intelligence Research (JAIR)
3 Statistical Applications in Genetics and Molecular Biology
3 SIAM/ASA Journal on Uncertainty Quantification
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 Applied Mathematical Modelling
2 Mathematical Programming. Series A. Series B
2 SIAM Journal on Optimization
2 Annals of Mathematics and Artificial Intelligence
2 Chaos
2 Quantitative Finance
2 Archives of Computational Methods in Engineering
2 Quantum Information Processing
2 Computational Management Science
2 Journal of Statistical Mechanics: Theory and Experiment
2 Electronic Journal of Statistics
2 The Annals of Applied Statistics
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 Numerical Analysis
1 Statistics & Probability Letters
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 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 INFORMS Journal on Computing
1 Vietnam Journal of Mathematics
1 Soft Computing
1 Journal of Combinatorial Optimization
1 Australian & New Zealand Journal of Statistics
1 Discrete Dynamics in Nature and Society
1 Journal of Applied Statistics
1 New Journal of Physics
1 Brazilian Journal of Probability and Statistics
1 Entropy
1 Multiscale Modeling & Simulation
1 Advances in Data Analysis and Classification. ADAC
1 Communications in Computational Physics
1 Statistical Analysis and Data Mining
1 SIAM Journal on Financial Mathematics
1 Journal of Theoretical Biology
1 Journal of Logical and Algebraic Methods in Programming
1 Proceedings of the Royal Society of London. A. Mathematical, Physical and Engineering Sciences
1 SIAM Journal on Mathematics of Data Science

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