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| <html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · CRRao.jl</title><script data-outdated-warner src="assets/warner.js"></script><link rel="canonical" href="https://xKDR.github.io/CRRao.jl/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href>CRRao.jl</a></span></div><form class="docs-search" action="search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a><ul class="internal"><li><a class="tocitem" href="#Manual"><span>Manual</span></a></li><li><a class="tocitem" href="#API-Reference"><span>API Reference</span></a></li></ul></li><li><span class="tocitem">Manual</span><ul><li><a class="tocitem" href="man/guide/">Guide</a></li></ul></li><li><span class="tocitem">API Reference</span><ul><li><a class="tocitem" href="api/interface/">General Interface</a></li><li><a class="tocitem" href="api/frequentist_regression/">Frequentist Regression Models</a></li><li><a class="tocitem" href="api/bayesian_regression/">Bayesian Regression Models</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/xKDR/CRRao.jl/blob/main/docs/src/index.md#" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><p>Documentation for <a href="https://github.com/xKDR/CRRao.jl">CRRao</a>.</p><h1 id="CRRao"><a class="docs-heading-anchor" href="#CRRao">CRRao</a><a id="CRRao-1"></a><a class="docs-heading-anchor-permalink" href="#CRRao" title="Permalink"></a></h1><p>CRRao is a package that implements statistical models. The implementation of statistical models becomes straightforward for most Julia users with the help of this package. This is going to be a wrapper package; leveraging the strength of wonderful Julia packages that already exist, such as <a href="https://github.com/JuliaStats/StatsBase.jl">StatsBase.jl</a>, <a href="https://github.com/JuliaStats/StatsModels.jl">StatsModels.jl</a>, <a href="https://github.com/JuliaStats/Distributions.jl">Distributions.jl</a>, <a href="https://github.com/JuliaStats/GLM.jl">GLM.jl</a>, <a href="https://github.com/TuringLang/Turing.jl">Turing.jl</a>, <a href="https://github.com/JuliaData/DataFrames.jl">Dataframes.jl</a>, <a href="https://github.com/JuliaLang/julia/tree/master/stdlib/LinearAlgebra">LinearAlgebra.jl</a> etc.</p><p>CRRao is a consistent framework through which callers interact with a large suite of models. For the end-user, it reduces the cost and complexity of estimating/training statistical models. It offers convenient guidelines through which development of additional statistical models can take place in the future.</p><p>We follow a framework which makes contribution to this package easy.</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>You can read more about <strong>Prof C.R. Rao</strong> <a href="https://en.wikipedia.org/wiki/C._R._Rao">here</a>.</p></div></div><h2 id="Manual"><a class="docs-heading-anchor" href="#Manual">Manual</a><a id="Manual-1"></a><a class="docs-heading-anchor-permalink" href="#Manual" title="Permalink"></a></h2><ul><li><a href="man/guide/#Package-Guide">Package Guide</a></li><li class="no-marker"><ul><li><a href="man/guide/#Installation">Installation</a></li><li><a href="man/guide/#Tutorial:-Frequentist-Linear-Regression">Tutorial: Frequentist Linear Regression</a></li><li><a href="man/guide/#Tutorial:-Bayesian-Logistic-Regression">Tutorial: Bayesian Logistic Regression</a></li></ul></li></ul><h2 id="API-Reference"><a class="docs-heading-anchor" href="#API-Reference">API Reference</a><a id="API-Reference-1"></a><a class="docs-heading-anchor-permalink" href="#API-Reference" title="Permalink"></a></h2><ul><li><a href="api/interface/#General-Interface">General Interface</a></li><li class="no-marker"><ul><li><a href="api/interface/#Understanding-the-interface">Understanding the interface</a></li><li><a href="api/interface/#Model-Classes-and-Data-Models">Model Classes and Data Models</a></li><li><a href="api/interface/#Link-functions.">Link functions.</a></li><li><a href="api/interface/#Prior-Distributions">Prior Distributions</a></li><li><a href="api/interface/#Setting-Random-Number-Generators">Setting Random Number Generators</a></li></ul></li><li><a href="api/frequentist_regression/#Frequentist-Regression-Models">Frequentist Regression Models</a></li><li class="no-marker"><ul><li><a href="api/frequentist_regression/#Linear-Regression">Linear Regression</a></li><li><a href="api/frequentist_regression/#Logistic-Regression">Logistic Regression</a></li><li><a href="api/frequentist_regression/#Negative-Binomial-Regression">Negative Binomial Regression</a></li><li><a href="api/frequentist_regression/#Poisson-Regression">Poisson Regression</a></li><li><a href="api/frequentist_regression/#Extended-functions-from-[StatsAPI.jl](https://github.com/JuliaStats/StatsAPI.jl)">Extended functions from StatsAPI.jl</a></li></ul></li><li><a href="api/bayesian_regression/#Bayesian-Regression-Models">Bayesian Regression Models</a></li><li class="no-marker"><ul><li><a href="api/bayesian_regression/#Linear-Regression">Linear Regression</a></li><li><a href="api/bayesian_regression/#Logistic-Regression">Logistic Regression</a></li><li><a href="api/bayesian_regression/#Negative-Binomial-Regression">Negative Binomial Regression</a></li><li><a href="api/bayesian_regression/#Poisson-Regression">Poisson Regression</a></li></ul></li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="man/guide/">Guide »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Friday 14 June 2024 10:26">Friday 14 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html> | ||
| <html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · CRRao.jl</title><script data-outdated-warner src="assets/warner.js"></script><link rel="canonical" href="https://xKDR.github.io/CRRao.jl/"/><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL="."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="assets/documenter.js"></script><script src="siteinfo.js"></script><script src="../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href>CRRao.jl</a></span></div><form class="docs-search" action="search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a><ul class="internal"><li><a class="tocitem" href="#Manual"><span>Manual</span></a></li><li><a class="tocitem" href="#API-Reference"><span>API Reference</span></a></li></ul></li><li><span class="tocitem">Manual</span><ul><li><a class="tocitem" href="man/guide/">Guide</a></li></ul></li><li><span class="tocitem">API Reference</span><ul><li><a class="tocitem" href="api/interface/">General Interface</a></li><li><a class="tocitem" href="api/frequentist_regression/">Frequentist Regression Models</a></li><li><a class="tocitem" href="api/bayesian_regression/">Bayesian Regression Models</a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/xKDR/CRRao.jl/blob/main/docs/src/index.md#" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><p>Documentation for <a href="https://github.com/xKDR/CRRao.jl">CRRao</a>.</p><h1 id="CRRao"><a class="docs-heading-anchor" href="#CRRao">CRRao</a><a id="CRRao-1"></a><a class="docs-heading-anchor-permalink" href="#CRRao" title="Permalink"></a></h1><p>CRRao is a package that implements statistical models. The implementation of statistical models becomes straightforward for most Julia users with the help of this package. This is going to be a wrapper package; leveraging the strength of wonderful Julia packages that already exist, such as <a href="https://github.com/JuliaStats/StatsBase.jl">StatsBase.jl</a>, <a href="https://github.com/JuliaStats/StatsModels.jl">StatsModels.jl</a>, <a href="https://github.com/JuliaStats/Distributions.jl">Distributions.jl</a>, <a href="https://github.com/JuliaStats/GLM.jl">GLM.jl</a>, <a href="https://github.com/TuringLang/Turing.jl">Turing.jl</a>, <a href="https://github.com/JuliaData/DataFrames.jl">Dataframes.jl</a>, <a href="https://github.com/JuliaLang/julia/tree/master/stdlib/LinearAlgebra">LinearAlgebra.jl</a> etc.</p><p>CRRao is a consistent framework through which callers interact with a large suite of models. For the end-user, it reduces the cost and complexity of estimating/training statistical models. It offers convenient guidelines through which development of additional statistical models can take place in the future.</p><p>We follow a framework which makes contribution to this package easy.</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>You can read more about <strong>Prof C.R. Rao</strong> <a href="https://en.wikipedia.org/wiki/C._R._Rao">here</a>.</p></div></div><h2 id="Manual"><a class="docs-heading-anchor" href="#Manual">Manual</a><a id="Manual-1"></a><a class="docs-heading-anchor-permalink" href="#Manual" title="Permalink"></a></h2><ul><li><a href="man/guide/#Package-Guide">Package Guide</a></li><li class="no-marker"><ul><li><a href="man/guide/#Installation">Installation</a></li><li><a href="man/guide/#Tutorial:-Frequentist-Linear-Regression">Tutorial: Frequentist Linear Regression</a></li><li><a href="man/guide/#Tutorial:-Bayesian-Logistic-Regression">Tutorial: Bayesian Logistic Regression</a></li></ul></li></ul><h2 id="API-Reference"><a class="docs-heading-anchor" href="#API-Reference">API Reference</a><a id="API-Reference-1"></a><a class="docs-heading-anchor-permalink" href="#API-Reference" title="Permalink"></a></h2><ul><li><a href="api/interface/#General-Interface">General Interface</a></li><li class="no-marker"><ul><li><a href="api/interface/#Understanding-the-interface">Understanding the interface</a></li><li><a href="api/interface/#Model-Classes-and-Data-Models">Model Classes and Data Models</a></li><li><a href="api/interface/#Link-functions.">Link functions.</a></li><li><a href="api/interface/#Prior-Distributions">Prior Distributions</a></li><li><a href="api/interface/#Setting-Random-Number-Generators">Setting Random Number Generators</a></li></ul></li><li><a href="api/frequentist_regression/#Frequentist-Regression-Models">Frequentist Regression Models</a></li><li class="no-marker"><ul><li><a href="api/frequentist_regression/#Linear-Regression">Linear Regression</a></li><li><a href="api/frequentist_regression/#Logistic-Regression">Logistic Regression</a></li><li><a href="api/frequentist_regression/#Negative-Binomial-Regression">Negative Binomial Regression</a></li><li><a href="api/frequentist_regression/#Poisson-Regression">Poisson Regression</a></li><li><a href="api/frequentist_regression/#Extended-functions-from-[StatsAPI.jl](https://github.com/JuliaStats/StatsAPI.jl)">Extended functions from StatsAPI.jl</a></li></ul></li><li><a href="api/bayesian_regression/#Bayesian-Regression-Models">Bayesian Regression Models</a></li><li class="no-marker"><ul><li><a href="api/bayesian_regression/#Linear-Regression">Linear Regression</a></li><li><a href="api/bayesian_regression/#Logistic-Regression">Logistic Regression</a></li><li><a href="api/bayesian_regression/#Negative-Binomial-Regression">Negative Binomial Regression</a></li><li><a href="api/bayesian_regression/#Poisson-Regression">Poisson Regression</a></li></ul></li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="man/guide/">Guide »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Friday 14 June 2024 10:29">Friday 14 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html> |
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