PyMC swMATH ID: 10482 Software Authors: Fonnesbeck, Chris; Patil, Anand; Huard, David; Salvatier, John 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 Source Code: https://github.com/pymc-devs/pymc Keywords: arXiv_stat.CO; Python; Probabilistic programming; PP; Bayesian Stochastic Modelling; MCMC Related Software: Stan; NUTS; Python; BayesDA; SciPy; TensorFlow; JAGS; WinBUGS; NumPy; Pyro; PyTorch; R; Scikit; GitHub; BUGS; Theano; Matplotlib; PRMLT; emcee; CODA Cited in: 71 Documents Standard Articles 2 Publications describing the Software Year Probabilistic Programming in Python using PyMC arXiv John Salvatier, Thomas Wiecki, Christopher Fonnesbeck 2015 PyMC: Bayesian Stochastic Modelling in Python Link Anand Patil; David Huard; Christopher Fonnesbeck 2010 all top 5 Cited by 218 Authors 6 Vehtari, Aki 4 Kuhl, Ellen 4 Linka, Kevin 3 Bürkner, Paul-Christian 3 Gelman, Andrew 2 Azzimonti, Dario 2 Bilionis, Ilias 2 Dunson, David Brian 2 Fisher, Christopher R. 2 Goffard, Pierre-Olivier 2 Gunzelmann, Glenn 2 Houpt, Joseph W. 2 Peirlinck, Mathias 2 Pesonen, Henri 1 Abuseada, Mostafa 1 Adams, Ryan Prescott 1 Afkham, Babak Maboudi 1 Akhmatskaya, Elena 1 al Mamun, Abdullah 1 Alghamdi, Amal Mohammed A 1 Alghfeli, Abdalla 1 Ali, Alsadig 1 Almeida, Regina C. 1 Amaba, Takafumi 1 Amen, Saeed 1 Amin, Mustafa A. 1 Aramideh, Soroush 1 Arbel, Julyan 1 Ardekani, Arezoo M. 1 Atzberger, Paul J. 1 Aushev, Alexander 1 Bales, Ben 1 Bárány, Vince 1 Barocio, Eduardo 1 Bautista, Lucas 1 Baydin, Atılım Güneş 1 Bedoui, Adel 1 Beerenwinkel, Niko 1 Benavoli, Alessio 1 Bendavid, Eran 1 Bérešová, Simona 1 Bhattacharya, Jay 1 Bhattacharya, Shrijita 1 Bossy, Mireille 1 Botsas, Themistoklis 1 Bou-Rabee, Nawaf M. 1 Bouchard-Côté, Alexandre 1 Butler, Troy D. 1 Campagner, Andrea 1 Carpenter, Bob 1 Chen, Xi 1 Christensen, Silja L. 1 Ciucci, Davide 1 Cohen, Michael I. 1 Corander, Jukka 1 Corani, Giorgio 1 Cuomo, Salvatore 1 Cutler, Curt J. 1 Dai, Chenguang 1 Das, Saptarshi 1 Denœux, Thierry 1 Dirmeier, Simon 1 Du, Rou 1 Duguid, Ian 1 Duraisamy, Karthik 1 Dutfoy, Anne 1 Ehrhardt, Matthias 1 Fisher, Timothy S. 1 Fox, Colin D. 1 Gabry, Jonah 1 Gagliardi Cozman, Fabio 1 Gao, Kaifeng 1 Gardoni, Paolo 1 Gelbart, Michael A. 1 Gelderblom, Paul 1 Ghahramani, Zoubin 1 Ghosh, Gourab Kumar 1 Gianmuso, Franco 1 Girard, Stéphane 1 Goriely, Alain 1 Gorin, Gennady 1 Günther, Michael 1 Gupta, Pritha 1 Haddenhorst, Björn 1 Hagimoto, Ray 1 Hansen, Per Christian 1 Hatefi, Armin 1 Hatefi, Ehsan 1 Heng, Jeremy 1 Hernández-Lobato, Jose Miguel 1 Hobson, Michael Paul 1 Hoff, Peter D. 1 Hoffman, Matthew D. 1 Hoffman, Matthew W. 1 Holdheim, Saurin 1 Howes, Andrew 1 Hu, Yuan 1 Hullermeier, Eyke 1 Huo, Zenan 1 Iannacone, Leandro ...and 118 more Authors all top 5 Cited in 37 Serials 7 Computer Methods in Applied Mechanics and Engineering 7 Statistics and Computing 4 Journal of Machine Learning Research (JMLR) 4 Bayesian Analysis 3 Journal of Computational Physics 2 The American Statistician 2 Inverse Problems 2 Journal of Mathematical Psychology 2 Computational Mechanics 2 International Journal of Approximate Reasoning 2 Neural Computation 2 Journal of Statistical Computation and Simulation 2 Journal of Cosmology and Astroparticle Physics 1 Classical and Quantum Gravity 1 Journal of Fluid Mechanics 1 Bulletin of Mathematical Biology 1 Biometrical Journal 1 Journal of the American Statistical Association 1 Insurance Mathematics & Economics 1 Statistical Science 1 Machine Learning 1 Japan Journal of Industrial and Applied Mathematics 1 Games and Economic Behavior 1 Computational Statistics and Data Analysis 1 Bernoulli 1 European Journal of Mechanics. A. Solids 1 Communications in Nonlinear Science and Numerical Simulation 1 Computational Geosciences 1 Journal of High Energy Physics 1 Scandinavian Actuarial Journal 1 Acta Numerica 1 Mathematics in Industry 1 The Annals of Applied Statistics 1 Journal of Computational and Graphical Statistics 1 Computer Science Review 1 SIAM/ASA Journal on Uncertainty Quantification 1 Stat all top 5 Cited in 20 Fields 45 Statistics (62-XX) 14 Numerical analysis (65-XX) 12 Computer science (68-XX) 8 Biology and other natural sciences (92-XX) 7 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 6 Probability theory and stochastic processes (60-XX) 5 Fluid mechanics (76-XX) 3 Quantum theory (81-XX) 3 Relativity and gravitational theory (83-XX) 2 General and overarching topics; collections (00-XX) 2 Partial differential equations (35-XX) 2 Mechanics of deformable solids (74-XX) 2 Classical thermodynamics, heat transfer (80-XX) 2 Information and communication theory, circuits (94-XX) 1 Mathematical logic and foundations (03-XX) 1 Algebraic geometry (14-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Manifolds and cell complexes (57-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year