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greta (version 0.4.3)

Simple and Scalable Statistical Modelling in R

Description

Write statistical models in R and fit them by MCMC and optimisation on CPUs and GPUs, using Google 'TensorFlow'. greta lets you write your own model like in BUGS, JAGS and Stan, except that you write models right in R, it scales well to massive datasets, and it’s easy to extend and build on. See the website for more information, including tutorials, examples, package documentation, and the greta forum.

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Version

Install

install.packages('greta')

Monthly Downloads

133

Version

0.4.3

License

Apache License 2.0

Maintainer

Nicholas Tierney

Last Published

September 8th, 2022

Functions in greta (0.4.3)

greta_sitrep

Greta Situation Report
distributions

probability distributions
extract-replace-combine

extract, replace and combine greta arrays
joint

define joint distributions
functions

functions for greta arrays
model

greta model objects
as_data

convert other objects to greta arrays
greta

greta: simple and scalable statistical modelling in R
transforms

transformation functions for greta arrays
variable

create greta variables
optimisers

optimisation methods
overloaded

Functions overloaded by greta
calculate

calculate greta arrays given fixed values
operators

arithmetic, logical and relational operators for greta arrays
distribution

define a distribution over data
mixture

mixtures of probability distributions
simulate.greta_model

Simulate Responses From greta_model Object
samplers

MCMC samplers
internals

internal greta methods
install_greta_deps

Install Python dependencies for greta
chol2symm

Cholesky Factor to Symmetric Matrix
greta_notes_install_miniconda_output

Retrieve python installation or error details
reexports

Objects exported from other packages
reinstallers

Helpers to remove, and reinstall python environments and miniconda
structures

create data greta arrays
inference

statistical inference on greta models