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<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Acknowledgements · LossFunctions.jl</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://JuliaML.github.io/LossFunctions.jl/acknowledgements/"/><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 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alt="LossFunctions.jl logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">LossFunctions.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><span class="tocitem">Introduction</span><ul><li><a class="tocitem" href="../introduction/gettingstarted/">Getting Started</a></li><li><a class="tocitem" href="../introduction/motivation/">Background and Motivation</a></li></ul></li><li><span class="tocitem">User&#39;s Guide</span><ul><li><a class="tocitem" href="../user/interface/">Working with Losses</a></li><li><a class="tocitem" href="../user/aggregate/">Efficient Sum and Mean</a></li></ul></li><li><span class="tocitem">Available Losses</span><ul><li><a class="tocitem" href="../losses/distance/">Distance-based Losses</a></li><li><a class="tocitem" href="../losses/margin/">Margin-based Losses</a></li><li><a class="tocitem" href="../losses/other/">Other Losses</a></li></ul></li><li><span class="tocitem">Advances Topics</span><ul><li><a class="tocitem" href="../advanced/extend/">Altering existing Losses</a></li><li><a class="tocitem" href="../advanced/developer/">Developer Documentation</a></li></ul></li><li class="is-active"><a class="tocitem" href>Acknowledgements</a><ul class="internal"><li><a class="tocitem" href="#References"><span>References</span></a></li></ul></li><li><a class="tocitem" href="../LICENSE/">LICENSE</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"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Acknowledgements</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Acknowledgements</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/JuliaML/LossFunctions.jl/blob/master/docs/src/acknowledgements.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"><h1 id="Acknowledgements"><a class="docs-heading-anchor" href="#Acknowledgements">Acknowledgements</a><a id="Acknowledgements-1"></a><a class="docs-heading-anchor-permalink" href="#Acknowledgements" title="Permalink"></a></h1><p>The basic design of this package is heavily modelled after the loss-related definitions in <sup class="footnote-reference"><a id="citeref-STEINWART2008" href="#footnote-STEINWART2008">[STEINWART2008]</a></sup>.</p><p>We would also like to mention that some early inspiration was drawn from <a href="https://github.com/lindahua/EmpiricalRisks.jl">EmpiricalRisks.jl</a></p><h2 id="References"><a class="docs-heading-anchor" href="#References">References</a><a id="References-1"></a><a class="docs-heading-anchor-permalink" href="#References" title="Permalink"></a></h2><section class="footnotes is-size-7"><ul><li class="footnote" id="footnote-STEINWART2008"><a class="tag is-link" href="#citeref-STEINWART2008">STEINWART2008</a>Steinwart, Ingo, and Andreas Christmann. <a href="https://www.springer.com/us/book/9780387772417">&quot;Support vector machines&quot;</a>. Springer Science &amp; Business Media, 2008.</li></ul></section></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../indices/">« Indices</a><a class="docs-footer-nextpage" href="../LICENSE/">LICENSE »</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="Monday 18 November 2024 09:59">Monday 18 November 2024</span>. Using Julia version 1.11.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Acknowledgements · LossFunctions.jl</title><script data-outdated-warner src="../assets/warner.js"></script><link rel="canonical" href="https://JuliaML.github.io/LossFunctions.jl/acknowledgements/"/><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><link href="../assets/style.css" rel="stylesheet" type="text/css"/><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="LossFunctions.jl logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">LossFunctions.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><span class="tocitem">Introduction</span><ul><li><a class="tocitem" href="../introduction/gettingstarted/">Getting Started</a></li><li><a class="tocitem" href="../introduction/motivation/">Background and Motivation</a></li></ul></li><li><span class="tocitem">User&#39;s Guide</span><ul><li><a class="tocitem" href="../user/interface/">Working with Losses</a></li><li><a class="tocitem" href="../user/aggregate/">Efficient Sum and Mean</a></li></ul></li><li><span class="tocitem">Available Losses</span><ul><li><a class="tocitem" href="../losses/distance/">Distance-based Losses</a></li><li><a class="tocitem" href="../losses/margin/">Margin-based Losses</a></li><li><a class="tocitem" href="../losses/other/">Other Losses</a></li></ul></li><li><span class="tocitem">Advances Topics</span><ul><li><a class="tocitem" href="../advanced/extend/">Altering existing Losses</a></li><li><a class="tocitem" href="../advanced/developer/">Developer Documentation</a></li></ul></li><li class="is-active"><a class="tocitem" href>Acknowledgements</a><ul class="internal"><li><a class="tocitem" href="#References"><span>References</span></a></li></ul></li><li><a class="tocitem" href="../LICENSE/">LICENSE</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"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Acknowledgements</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Acknowledgements</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/JuliaML/LossFunctions.jl/blob/master/docs/src/acknowledgements.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"><h1 id="Acknowledgements"><a class="docs-heading-anchor" href="#Acknowledgements">Acknowledgements</a><a id="Acknowledgements-1"></a><a class="docs-heading-anchor-permalink" href="#Acknowledgements" title="Permalink"></a></h1><p>The basic design of this package is heavily modelled after the loss-related definitions in <sup class="footnote-reference"><a id="citeref-STEINWART2008" href="#footnote-STEINWART2008">[STEINWART2008]</a></sup>.</p><p>We would also like to mention that some early inspiration was drawn from <a href="https://github.com/lindahua/EmpiricalRisks.jl">EmpiricalRisks.jl</a></p><h2 id="References"><a class="docs-heading-anchor" href="#References">References</a><a id="References-1"></a><a class="docs-heading-anchor-permalink" href="#References" title="Permalink"></a></h2><section class="footnotes is-size-7"><ul><li class="footnote" id="footnote-STEINWART2008"><a class="tag is-link" href="#citeref-STEINWART2008">STEINWART2008</a>Steinwart, Ingo, and Andreas Christmann. <a href="https://www.springer.com/us/book/9780387772417">&quot;Support vector machines&quot;</a>. Springer Science &amp; Business Media, 2008.</li></ul></section></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../indices/">« Indices</a><a class="docs-footer-nextpage" href="../LICENSE/">LICENSE »</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="Wednesday 27 November 2024 14:49">Wednesday 27 November 2024</span>. 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1.8333333333333333</code></pre><h2 id="Getting-Help"><a class="docs-heading-anchor" href="#Getting-Help">Getting Help</a><a id="Getting-Help-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-Help" title="Permalink"></a></h2><p>To get help on specific functionality you can either look up the information here, or if you prefer you can make use of Julia&#39;s native doc-system. The following example shows how to get additional information on <a href="../../losses/margin/#LossFunctions.L1HingeLoss"><code>L1HingeLoss</code></a> within Julia&#39;s REPL:</p><pre><code class="language-julia hljs">?L1HingeLoss</code></pre><p>If you find yourself stuck or have other questions concerning the package you can find us on the Julia&#39;s Zulip chat or the <em>Machine Learning</em> domain on Discourse:</p><ul><li><a href="https://discourse.julialang.org/c/domain/ML">Machine Learning in Julia</a></li></ul><p>If you encounter a bug or would like to participate in the further development of this package come find us on Github.</p><ul><li><a href="https://github.com/JuliaML/LossFunctions.jl">JuliaML/LossFunctions.jl</a></li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../">« Home</a><a class="docs-footer-nextpage" href="../motivation/">Background and Motivation »</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="Monday 18 November 2024 09:59">Monday 18 November 2024</span>. Using Julia version 1.11.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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1.8333333333333333</code></pre><h2 id="Getting-Help"><a class="docs-heading-anchor" href="#Getting-Help">Getting Help</a><a id="Getting-Help-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-Help" title="Permalink"></a></h2><p>To get help on specific functionality you can either look up the information here, or if you prefer you can make use of Julia&#39;s native doc-system. The following example shows how to get additional information on <a href="../../losses/margin/#LossFunctions.L1HingeLoss"><code>L1HingeLoss</code></a> within Julia&#39;s REPL:</p><pre><code class="language-julia hljs">?L1HingeLoss</code></pre><p>If you find yourself stuck or have other questions concerning the package you can find us on the Julia&#39;s Zulip chat or the <em>Machine Learning</em> domain on Discourse:</p><ul><li><a href="https://discourse.julialang.org/c/domain/ML">Machine Learning in Julia</a></li></ul><p>If you encounter a bug or would like to participate in the further development of this package come find us on Github.</p><ul><li><a href="https://github.com/JuliaML/LossFunctions.jl">JuliaML/LossFunctions.jl</a></li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../">« Home</a><a class="docs-footer-nextpage" href="../motivation/">Background and Motivation »</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="Wednesday 27 November 2024 14:49">Wednesday 27 November 2024</span>. Using Julia version 1.11.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

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1.0</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../interface/">« Working with Losses</a><a class="docs-footer-nextpage" href="../../losses/distance/">Distance-based Losses »</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="Monday 18 November 2024 09:59">Monday 18 November 2024</span>. Using Julia version 1.11.1.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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