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Alinson S. Xavier
2020-02-24 10:31:29 -06:00
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<div class="col-md-9" role="main">
<h1 id="miplearn">MIPLearn</h1>
<p><strong>MIPLearn</strong> is an extensible framework for <em>Learning-Enhanced Mixed-Integer Optimization</em>, an approach targeted at discrete optimization problems that need to be repeatedly solved with only minor changes to input data. The package uses Machine Learning (ML) to automatically identify patterns in previously solved instances of the problem, or in the solution process itself, and produces hints that can guide a conventional MIP solver towards the optimal solution faster. For particular classes of problems, this approach has been shown to provide significant performance benefits (see <a href="benchmark/#benchmark-results">benchmark results</a> and <a href="about/#references">references</a> for more details).</p>
<p><strong>MIPLearn</strong> is an extensible framework for <strong>Learning-Enhanced Mixed-Integer Optimization</strong>, an approach targeted at discrete optimization problems that need to be repeatedly solved with only minor changes to input data.</p>
<p>The package uses Machine Learning (ML) to automatically identify patterns in previously solved instances of the problem, or in the solution process itself, and produces hints that can guide a conventional MIP solver towards the optimal solution faster. For particular classes of problems, this approach has been shown to provide significant performance benefits (see <a href="problems/">benchmark results</a> and <a href="about/#references">references</a> for more details).</p>
<h3 id="features">Features</h3>
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</ul>
<h3 id="souce-code">Souce Code</h3>
<ul>
<li><a href="https://github.com/iSoron/miplearn">https://github.com/iSoron/miplearn</a></li>
<li><a href="https://github.com/ANL-CEEESA/MIPLearn">https://github.com/ANL-CEEESA/MIPLearn</a></li>
</ul></div>
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MkDocs version : 1.0.4
Build Date UTC : 2020-02-24 16:03:02
Build Date UTC : 2020-02-24 16:31:24
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