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{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-26T19:50:04","documenter_version":"1.8.0"}}
{"documenter":{"julia_version":"1.11.2","generation_timestamp":"2024-12-26T20:11:55","documenter_version":"1.8.0"}}
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<!DOCTYPE html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Introduction · MPSTime</title><meta name="title" content="Introduction · MPSTime"/><meta property="og:title" content="Introduction · MPSTime"/><meta property="twitter:title" content="Introduction · MPSTime"/><meta name="description" content="Documentation for MPSTime."/><meta property="og:description" content="Documentation for MPSTime."/><meta property="twitter:description" content="Documentation for MPSTime."/><script data-outdated-warner src="assets/warner.js"></script><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/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/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="search_index.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/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><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><link href="assets/citations.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href><img class="docs-light-only" src="assets/logo.svg" alt="MPSTime logo"/><img class="docs-dark-only" src="assets/logo-dark.svg" alt="MPSTime logo"/></a><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Introduction</a><ul class="internal"><li><a class="tocitem" href="#Overview"><span>Overview</span></a></li><li><a class="tocitem" href="#Installation"><span>Installation</span></a></li><li><a class="tocitem" href="#Usage"><span>Usage</span></a></li><li><a class="tocitem" href="#Citation"><span>Citation</span></a></li></ul></li><li><a class="tocitem" href="classification/">Classification</a></li><li><a class="tocitem" href="imputation/">Imputation</a></li><li><a class="tocitem" href="synthdatagen/">Synthetic Data Generation</a></li><li><a class="tocitem" href="encodings/">Encodings</a></li><li><a class="tocitem" href="tools/">Tools</a></li><li><a class="tocitem" href="docstrings/">Docstrings</a></li><li><a class="tocitem" href="references/">References</a></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"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Introduction</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Introduction</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/jmoo2880/MPSTime.jl" title="View the repository on GitHub"><span class="docs-icon fa-brands"></span><span class="docs-label is-hidden-touch">GitHub</span></a><a class="docs-navbar-link" href="https://github.com/jmoo2880/MPSTime.jl/blob/main/docs/src/index.md" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="MPSTime.jl"><a class="docs-heading-anchor" href="#MPSTime.jl">MPSTime.jl</a><a id="MPSTime.jl-1"></a><a class="docs-heading-anchor-permalink" href="#MPSTime.jl" title="Permalink"></a></h1><p>A Julia package for time-series machine learning (ML) using Matrix-Product States (MPS) built on the <a href="https://github.com/ITensor/ITensors.jl">ITensors.jl</a> framework [<a href="references/#ITensor">1</a>, <a href="references/#ITensor-r0.3">2</a>].</p><p><img src="assets/logo.svg" alt/></p><h2 id="Overview"><a class="docs-heading-anchor" href="#Overview">Overview</a><a id="Overview-1"></a><a class="docs-heading-anchor-permalink" href="#Overview" title="Permalink"></a></h2><p><strong>MPSTime</strong> is a Julia package for learning the joint probability distribution of time series directly from data using <a href="https://en.wikipedia.org/wiki/Matrix_product_state">matrix product state (MPS)</a> methods inspired by quantum many-body physics. It provides a unified formalism for:</p><ul><li>Time-series classification (inferring the class of unseen time-series).</li><li>Univariate time-series imputation (inferring missing points within time-series instances) across fixed-length time series.</li><li>Synthetic data generation (coming soon).</li></ul><div class="admonition is-info"><header class="admonition-header">Info</header><div class="admonition-body"><p>MPSTime is currently under active development. Many features are in an experimental stage and may undergo significant changes, refinements, or removals.</p></div></div><h2 id="Installation"><a class="docs-heading-anchor" href="#Installation">Installation</a><a id="Installation-1"></a><a class="docs-heading-anchor-permalink" href="#Installation" title="Permalink"></a></h2><p>This is not yet a registered Julia package, but it will be soon (TM)! In the meantime, you can install it directly from <a href="https://github.com/jmoo2880/MPSTime.jl?tab=readme-ov-file">GitHub</a>:</p><pre><code class="language-Julia hljs">julia&gt; ]
pkg&gt; add https://github.com/jmoo2880/MPSTime.jl.git</code></pre><h2 id="Usage"><a class="docs-heading-anchor" href="#Usage">Usage</a><a id="Usage-1"></a><a class="docs-heading-anchor-permalink" href="#Usage" title="Permalink"></a></h2><p>See the sidebars for a basic usage examples. We&#39;re continually adding more features and documentation as we go.</p><h2 id="Citation"><a class="docs-heading-anchor" href="#Citation">Citation</a><a id="Citation-1"></a><a class="docs-heading-anchor-permalink" href="#Citation" title="Permalink"></a></h2><p>If you use MPSTime in your work, please read and cite the <a href="https://arxiv.org/abs/2412.15826">arXiv preprint</a>:</p><pre><code class="nohighlight hljs">@misc{MPSTime2024,
pkg&gt; add https://github.com/jmoo2880/MPSTime.jl.git</code></pre><h2 id="Usage"><a class="docs-heading-anchor" href="#Usage">Usage</a><a id="Usage-1"></a><a class="docs-heading-anchor-permalink" href="#Usage" title="Permalink"></a></h2><p>See the sidebars for basic usage examples. We&#39;re continually adding more features and documentation as we go.</p><h2 id="Citation"><a class="docs-heading-anchor" href="#Citation">Citation</a><a id="Citation-1"></a><a class="docs-heading-anchor-permalink" href="#Citation" title="Permalink"></a></h2><p>If you use MPSTime in your work, please read and cite the <a href="https://arxiv.org/abs/2412.15826">arXiv preprint</a>:</p><pre><code class="nohighlight hljs">@misc{MPSTime2024,
title={Using matrix-product states for time-series machine learning},
author={Joshua B. Moore and Hugo P. Stackhouse and Ben D. Fulcher and Sahand Mahmoodian},
year={2024},
eprint={2412.15826},
archivePrefix={arXiv},
primaryClass={stat.ML},
url={https://arxiv.org/abs/2412.15826},
}</code></pre></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="classification/">Classification »</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="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Thursday 26 December 2024 19:50">Thursday 26 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
}</code></pre></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="classification/">Classification »</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="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.8.0 on <span class="colophon-date" title="Thursday 26 December 2024 20:11">Thursday 26 December 2024</span>. Using Julia version 1.11.2.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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