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.
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 ⓘ |
Referenced by (2)
Full triples — surface form annotated when it differs from this entity's canonical label.