Package: BayesianInference 0.0.1

Sebastian Sosa

BayesianInference: Bayesian Inference

Beta version of 'Bayesian Inference' (BI) using 'python' and BI. It aims to unify the modeling experience by providing an intuitive model-building syntax together with the flexibility of low-level abstraction coding. It also includes pre-built functions for high-level abstraction and supports hardware-accelerated computation for improved scalability, including parallelization, vectorization, and execution on CPU, GPU, or TPU.

Authors:Sebastian Sosa [aut, cre]

BayesianInference_0.0.1.tar.gz
BayesianInference_0.0.1.tar.gz(r-4.7-any)BayesianInference_0.0.1.tar.gz(r-4.6-any)
BayesianInference_0.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
BayesianInference/json (API)

# Install 'BayesianInference' in R:
install.packages('BayesianInference', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

3.04 score 221 scripts 496 downloads 88 exports 12 dependencies

Last updated from:6e3e715b9d. Checks:4 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK148
source / vignettesOK208
linux-release-x86_64OK135
wasm-releaseOK116

Exports:ask_yes_noBI_loadBI_starting_testbi.dist.asymmetric_laplacebi.dist.asymmetric_laplace_quantilebi.dist.bernoullibi.dist.betabi.dist.beta_binomialbi.dist.beta_proportionbi.dist.binomialbi.dist.carbi.dist.categoricalbi.dist.cauchybi.dist.chi2bi.dist.deltabi.dist.dirichletbi.dist.dirichlet_multinomialbi.dist.discrete_uniformbi.dist.euler_maruyamabi.dist.exponentialbi.dist.gammabi.dist.gamma_poissonbi.dist.gaussian_copulabi.dist.gaussian_copula_betabi.dist.gaussian_random_walkbi.dist.gaussian_state_spacebi.dist.geometricbi.dist.gompertzbi.dist.gumbelbi.dist.half_cauchybi.dist.half_normalbi.dist.inverse_gammabi.dist.kumaraswamybi.dist.laplacebi.dist.left_truncated_distributionbi.dist.levybi.dist.lkjbi.dist.lkj_choleskybi.dist.log_normalbi.dist.log_uniformbi.dist.logisticbi.dist.low_rank_multivariate_normalbi.dist.lower_truncated_power_lawbi.dist.matrix_normalbi.dist.mixturebi.dist.mixture_generalbi.dist.mixture_same_familybi.dist.multinomialbi.dist.multinomial_logitsbi.dist.multinomial_probsbi.dist.multivariate_normalbi.dist.multivariate_student_tbi.dist.negative_binomial_logitsbi.dist.negative_binomial_probsbi.dist.negative_binomial2bi.dist.normalbi.dist.ordered_logisticbi.dist.paretobi.dist.poissonbi.dist.projected_normalbi.dist.relaxed_bernoullibi.dist.relaxed_bernoulli_logitsbi.dist.right_truncated_distributionbi.dist.soft_laplacebi.dist.student_tbi.dist.truncated_cauchybi.dist.truncated_distributionbi.dist.truncated_normalbi.dist.truncated_polya_gammabi.dist.two_sided_truncated_distributionbi.dist.uniformbi.dist.weibullbi.dist.wishartbi.dist.wishart_choleskybi.dist.zero_inflated_distributionbi.dist.zero_inflated_negative_binomialbi.dist.zero_inflated_poissonbi.dist.zero_sum_normalbi.doccheck_envconvert_posteriorimportBIinstall_dependencieslist_packagesonLoadremove_env_namesetup_envupdate_BI

Dependencies:herejsonlitelatticeMatrixpngrappdirsRcppRcppTOMLreticulaterlangrprojrootwithr

Readme and manuals

Help Manual

Help pageTopics
Asymmetric Laplace distributionbi.dist.asymmetric_laplace
Asymmetric Laplace Quantile Distributionbi.dist.asymmetric_laplace_quantile
Sample from a Bernoulli distribution.bi.dist.bernoulli
Beta Distributionbi.dist.beta
BetaBinomialbi.dist.beta_binomial
Samples from a Beta-Proportion distribution.bi.dist.beta_proportion
Samples from a Binomial distribution.bi.dist.binomial
Conditional Autoregressive (CAR) Distributionbi.dist.car
Sample from a Categorical distribution.bi.dist.categorical
Cauchy Distributionbi.dist.cauchy
Samples from a Chi-squared distribution.bi.dist.chi2
The Delta distribution.bi.dist.delta
Samples from a Dirichlet distribution.bi.dist.dirichlet
Samples from a Dirichlet Multinomial distribution.bi.dist.dirichlet_multinomial
Samples from a Discrete Uniform distribution.bi.dist.discrete_uniform
Euler-Maruyama methodbi.dist.euler_maruyama
Samples from an Exponential distribution.bi.dist.exponential
Gamma Distributionbi.dist.gamma
Gamma-Poisson Distributionbi.dist.gamma_poisson
Gaussian Copula Distributionbi.dist.gaussian_copula
Gaussian Copula Beta distribution.bi.dist.gaussian_copula_beta
Samples from a Gaussian Random Walk distribution.bi.dist.gaussian_random_walk
Gaussian State Space Distributionbi.dist.gaussian_state_space
Samples from a Geometric distribution.bi.dist.geometric
Gompertz Distributionbi.dist.gompertz
Samples from a Gumbel (or Extreme Value) distribution.bi.dist.gumbel
HalfCauchy Distributionbi.dist.half_cauchy
Samples from a HalfNormal distribution.bi.dist.half_normal
InverseGamma Distributionbi.dist.inverse_gamma
Kumaraswamy Distributionbi.dist.kumaraswamy
Laplace Distributionbi.dist.laplace
Samples from a left-truncated distribution.bi.dist.left_truncated_distribution
Levy distributionbi.dist.levy
Samples from an LKJ (Lewandowski, Kurowicka, Joe) distribution for correlation matrices.bi.dist.lkj
LKJ Cholesky Distributionbi.dist.lkj_cholesky
Log Normal distributionbi.dist.log_normal
Samples from a Log Uniform distribution.bi.dist.log_uniform
Samples from a Logistic distribution.bi.dist.logistic
Low Rank Multivariate Normal Distributionbi.dist.low_rank_multivariate_normal
Lower Truncated Power Law Distributionbi.dist.lower_truncated_power_law
Matrix Normal Distributionbi.dist.matrix_normal
A marginalized finite mixture of component distributions.bi.dist.mixture
A finite mixture of component distributions from different families.bi.dist.mixture_general
A finite mixture of component distributions from the same family.bi.dist.mixture_same_family
Multinomial distribution.bi.dist.multinomial
Multinomial logitbi.dist.multinomial_logits
Samples from a Multinomial distribution.bi.dist.multinomial_probs
Samples from a Multivariate Normal distribution.bi.dist.multivariate_normal
Multivariate Student's t Distributionbi.dist.multivariate_student_t
Samples from a Negative Binomial Logits distribution.bi.dist.negative_binomial_logits
Sample from a Negative Binomial distribution with probabilities.bi.dist.negative_binomial_probs
Samples from a Negative Binomial distribution.bi.dist.negative_binomial2
Samples from a Normal (Gaussian) distribution.bi.dist.normal
Ordered Logistic Distributionbi.dist.ordered_logistic
Samples from a Pareto distribution.bi.dist.pareto
Poisson Distributionbi.dist.poisson
Samples from a Projected Normal distribution.bi.dist.projected_normal
Samples from a Relaxed Bernoulli distribution.bi.dist.relaxed_bernoulli
Relaxed Bernoulli Logits Distribution.bi.dist.relaxed_bernoulli_logits
Samples from a right-truncated distribution.bi.dist.right_truncated_distribution
Samples from a Soft Laplace distribution.bi.dist.soft_laplace
Student's t-distribution.bi.dist.student_t
Truncated Cauchy Distributionbi.dist.truncated_cauchy
Truncated Distributionbi.dist.truncated_distribution
Truncated Normal Distributionbi.dist.truncated_normal
Truncated PolyaGamma Distributionbi.dist.truncated_polya_gamma
Two-Sided Truncated Distributionbi.dist.two_sided_truncated_distribution
Uniform Distributionbi.dist.uniform
Samples from a Weibull distribution.bi.dist.weibull
Wishart distribution for covariance matrices.bi.dist.wishart
Wishart Cholesky Distributionbi.dist.wishart_cholesky
Generic Zero Inflated distribution.bi.dist.zero_inflated_distribution
Zero-Inflated Negative Binomial Distributionbi.dist.zero_inflated_negative_binomial
A Zero Inflated Poisson distribution.bi.dist.zero_inflated_poisson
zero_sum_normalbi.dist.zero_sum_normal
title Open the BI Documentation Websitebi.doc
Import the BI Python ModuleimportBI
Create a Python virtual environmentsetup_env