PyMC swMATH ID: 10482 Software Authors: Chris Fonnesbeck, Anand Patil, David Huard, John Salvatier Description: PyMC: Bayesian Stochastic Modelling in Python. PyMC is a python module that implements Bayesian statistical models and fitting algorithms, including Markov chain Monte Carlo. Its flexibility and extensibility make it applicable to a large suite of problems. Along with core sampling functionality, PyMC includes methods for summarizing output, plotting, goodness-of-fit and convergence diagnostics. Homepage: http://pymc-devs.github.io/pymc/README.html#purpose Keywords: arXiv_stat.CO; Python; Probabilistic programming; PP; Bayesian Stochastic Modelling; MCMC Related Software: Stan; Python; NUTS; SciPy; WinBUGS; TensorFlow; NumPy; JAGS; Theano; Scikit; Matplotlib; BayesDA; R; PRMLT; Pyro; Edward; BUGS; GitHub; PyTorch; Julia Cited in: 36 Documents Standard Articles 2 Publications describing the Software Year Probabilistic Programming in Python using PyMC John Salvatier, Thomas Wiecki, Christopher Fonnesbeck 2015 all top 5 Cited by 107 Authors 3 Kuhl, Ellen 3 Linka, Kevin 2 Dunson, David Brian 2 Fisher, Christopher R. 2 Gunzelmann, Glenn 2 Houpt, Joseph W. 2 Peirlinck, Mathias 1 Adams, Ryan Prescott 1 Akhmatskaya, Elena 1 Amen, Saeed 1 Aramideh, Soroush 1 Ardekani, Arezoo M. 1 Atzberger, Paul J. 1 Azzimonti, Dario 1 Bárány, Vince 1 Bautista, Lucas 1 Baydin, Atılım Güneş 1 Benavoli, Alessio 1 Bendavid, Eran 1 Bhattacharya, Jay 1 Bilionis, Ilias 1 Bossy, Mireille 1 Botsas, Themistoklis 1 Bou-Rabee, Nawaf M. 1 Bürkner, Paul-Christian 1 Butler, Troy D. 1 Chen, Xi 1 Cohen, Michael I. 1 Cuomo, Salvatore 1 Cutler, Curt J. 1 Das, Saptarshi 1 Duguid, Ian 1 Duraisamy, Karthik 1 Gabry, Jonah 1 Gao, Kaifeng 1 Gardoni, Paolo 1 Gelbart, Michael A. 1 Gelderblom, Paul 1 Gelman, Andrew 1 Ghahramani, Zoubin 1 Gianmuso, Franco 1 Goffard, Pierre-Olivier 1 Goriely, Alain 1 Günther, Michael 1 Gupta, Pritha 1 Haddenhorst, Björn 1 Hernández-Lobato, Jose Miguel 1 Hobson, Michael Paul 1 Hoff, Peter D. 1 Hoffman, Matthew D. 1 Hoffman, Matthew W. 1 Hullermeier, Eyke 1 Huo, Zenan 1 Iannacone, Leandro 1 Ioannidis, John P. A. 1 Jabir, Jean-François 1 Jauch, Michael 1 Jelitai, Marta 1 Jiang, Richard M. 1 Kimelfeld, Benny 1 Laub, Patrick J. 1 Leyton-Brown, Kevin 1 Liu, Xuewen 1 Longtin, André 1 Luttinen, Jaakko 1 Macke, Jakob H. 1 Mason, Lachlan R. 1 Mei, Gang 1 Naik, Pratik 1 Nishimura, Akihiko 1 Olteanu, Dan 1 Pan, Indranil 1 Pandita, Piyush 1 Parish, Eric J. 1 Pearlmutter, Barak A. 1 Petzold, Linda Ruth 1 Pfannschmidt, Karlson 1 Piccialli, Francesco 1 Piga, Dario 1 Pose, Fernando E. 1 Pourzanjani, Arya A. 1 Puggioni, Paolo 1 Qi, Jingzhao 1 Radivojević, Tijana 1 Radul, Alexey Andreyevich 1 Rahman, Proton 1 Redelico, Francisco O. 1 René, Alexandre 1 Rodríguez, Kerlyns Martínez 1 Sahli Costabal, Francisco 1 Sanz-Serna, Jesús María 1 Sharma, Neetesh 1 Siskind, Jeffrey Mark 1 Tabandeh, Armin 1 ten Cate, Balder David 1 ter Maten, E. Jan W. 1 Thomas, Samuel M. 1 Tu, Jingzhi 1 Tu, Wanzhu 1 Vagena, Zografoula ...and 7 more Authors all top 5 Cited in 23 Serials 4 Journal of Machine Learning Research (JMLR) 3 Statistics and Computing 2 Computer Methods in Applied Mechanics and Engineering 2 Journal of Computational Physics 2 Journal of Mathematical Psychology 2 Computational Mechanics 2 Neural Computation 2 Bayesian Analysis 1 The American Statistician 1 Classical and Quantum Gravity 1 Inverse Problems 1 Insurance Mathematics & Economics 1 International Journal of Approximate Reasoning 1 Machine Learning 1 Games and Economic Behavior 1 Journal of Statistical Computation and Simulation 1 Bernoulli 1 Communications in Nonlinear Science and Numerical Simulation 1 Computational Geosciences 1 Journal of Cosmology and Astroparticle Physics 1 Acta Numerica 1 Mathematics in Industry 1 Computer Science Review all top 5 Cited in 12 Fields 20 Statistics (62-XX) 7 Numerical analysis (65-XX) 6 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 5 Computer science (68-XX) 5 Biology and other natural sciences (92-XX) 4 Probability theory and stochastic processes (60-XX) 3 Fluid mechanics (76-XX) 2 Relativity and gravitational theory (83-XX) 2 Information and communication theory, circuits (94-XX) 1 General and overarching topics; collections (00-XX) 1 Partial differential equations (35-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year