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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; TensorFlow; NumPy; Theano; Scikit; WinBUGS; Matplotlib; BayesDA; JAGS; PRMLT; Pyro; GitHub; PyTorch; Julia; emcee; CODA; R
Cited in: 35 Publications

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 104 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 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 Tu, Jingzhi
1 Vagena, Zografoula
1 Vallisneri, Michele
1 van Rossum, Mark C. W.
1 Vehtari, Aki
...and 4 more Authors

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