Stan

E898984

Stan is a probabilistic programming language and platform widely used for Bayesian statistical modeling and inference, particularly via methods like Hamiltonian Monte Carlo.

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Statements (54)

Predicate Object
instanceOf Bayesian modeling framework
probabilistic programming language
software platform
designedFor Bayesian data analysis NERFINISHED
applied statistics
machine learning
statistical modeling
hasComponent CmdStan NERFINISHED
CmdStanPy NERFINISHED
CmdStanR NERFINISHED
PyStan NERFINISHED
RStan NERFINISHED
Stan C++ inference engine NERFINISHED
Stan modeling language NERFINISHED
hasDocumentation Stan Functions Reference NERFINISHED
Stan Reference Manual NERFINISHED
Stan User’s Guide NERFINISHED
hasFullName Stan probabilistic programming language NERFINISHED
hasInterfaceLanguage Julia NERFINISHED
MATLAB NERFINISHED
Python NERFINISHED
R
Stata NERFINISHED
hasWebsite https://mc-stan.org
implementedInLanguage C++ NERFINISHED
isOpenSource true
license BSD license NERFINISHED
maintainedBy Stan Development Team NERFINISHED
primaryInferenceMethod Hamiltonian Monte Carlo GENERATED
No-U-Turn Sampler GENERATED
supportsComputation automatic differentiation
gradient-based MCMC
supportsMethod Markov chain Monte Carlo NERFINISHED
optimization-based inference
variational inference
supportsModelType generalized linear models
hierarchical models
multilevel models
nonlinear models
state-space models
time-series models
supportsParadigm Bayesian inference
Bayesian statistical modeling
probabilistic programming
usedFor parameter estimation
predictive modeling
uncertainty quantification
usedInField biostatistics
ecology
econometrics
epidemiology
social sciences
statistics
usesAlgorithm leapfrog integrator

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