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@@ -380,16 +380,16 @@ <h4>Use case №1: Find global minimium of an objective/cost function</h4>
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[ 9.998e-01 9.996e-01]]
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funv: [ 1.000e+00 ... 5.210e-08]</code></pre>
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<div class="snippet snippet-plot" data-plot="1: Convergence">
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<img src="convergence.svg" loading="lazy" />
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<img src="convergence.svg" alt="Convergence of different algorithms: SHGO, SCE-UA, SMBO" loading="lazy" />
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</div>
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<div class="snippet snippet-plot" data-plot="2: Objective">
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<img src="objective.svg" loading="lazy" rel="screenshot og:image"/>
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<img src="objective.svg" loading="lazy" alt="Partial dependence / objective landscape" rel="screenshot og:image"/>
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</div>
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<div class="snippet snippet-plot" data-plot="3: Evaluations">
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<img src="evaluations.svg" loading="lazy" />
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<img src="evaluations.svg" alt="Sequence of evaluations" loading="lazy" />
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</div>
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<div class="snippet snippet-plot" data-plot="4: Regret">
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<img src="regret.svg" loading="lazy" />
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<img src="regret.svg" alt="Cumulative regret" loading="lazy" />
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</div>
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</div>
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@@ -427,7 +427,7 @@ <h4>Use case №2: Sequential surrogate model-based optimization through "ask-an
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result: OptimizeResult = optimizer.run()
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</code></pre>
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<div class="snippet snippet-plot" data-plot="- SMBO estimators">
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<img src="convergence2.svg" loading="lazy" />
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<img src="convergence2.svg" alt="Convergence plot of SMBO estimators" loading="lazy" />
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</div>
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</div>
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@@ -576,7 +576,7 @@ <h3>Benchmark</h3>
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<tr><th colspan="5">∗ The following implementations were considered:
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<ul><li>too slow: Open-Box, AMPGO,</li>
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<li>too complex: SMT, HyperBO, DEAP, PyMOO, OSQP, Optuna.</li></ul>
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&nbsp;&nbsp;&nbsp;&nbsp;Maybe to consider: jdb78/LIPO. Contributions welcome.</th></tr>
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&nbsp;&nbsp;&nbsp;&nbsp;Maybe to consider: jdb78/LIPO, Stefan-Endres/TGO. Contributions welcome.</th></tr>
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</tfoot>
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</table>
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</div>
@@ -598,7 +598,7 @@ <h3>Benchmark</h3>
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</script>
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</div>
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</section>
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<img src="contourf.jpg" loading="lazy" style="margin:3em 0 0 0; opacity: .8"/>
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<img src="contourf.jpg" alt="Contour landscapes of benchmarked functions" loading="lazy" style="margin:3em 0 0 0; opacity: .8"/>
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<section id="citing">
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<h3>Citation</h3>

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