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{"documenter":{"julia_version":"1.11.8","generation_timestamp":"2025-12-19T20:24:19","documenter_version":"1.16.0"}}
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{"documenter":{"julia_version":"1.11.8","generation_timestamp":"2025-12-19T22:44:36","documenter_version":"1.16.0"}}

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noise_learn = true )</code></pre><p>When <code>noise_learn</code> is true, an additional white noise kernel is added to the kernel. This white noise is present across all parameter values, including the training data. The scale parameters of the white noise kernel are learned in <code>optimize_hyperparameters!(emulator)</code>. </p><p>You may not need to learn the noise if you already have a good estimate of the noise from your training data, and if the Gaussian process kernel is well specified. When <code>noise_learn</code> is false, a small additional regularization is added for stability. The default value is <code>1e-3</code> but this can be chosen through the optional argument <code>alg_reg_noise</code>:</p><pre><code class="language-julia hljs">gauss_proc = GaussianProcess(
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alg_reg_noise = 1e-3 )</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../emulate/">« Emulator</a><a class="docs-footer-nextpage" href="../random_feature_emulator/">Random Features »</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 1.16.0 on <span class="colophon-date" title="Friday 19 December 2025 20:24">Friday 19 December 2025</span>. Using Julia version 1.11.8.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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alg_reg_noise = 1e-3 )</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../emulate/">« Emulator</a><a class="docs-footer-nextpage" href="../random_feature_emulator/">Random Features »</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 1.16.0 on <span class="colophon-date" title="Friday 19 December 2025 22:44">Friday 19 December 2025</span>. Using Julia version 1.11.8.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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