Software Open Access

ANL-CEEESA/MIPLearn v0.1

Alinson S. Xavier; Feng Qiu

MIPLearn is an extensible framework for Learning-Enhanced Mixed-Integer Optimization, 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 benchmarks and references).

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Publication date:
November 23, 2020
DOI:
10.5281/zenodo.4287568

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Version v0.1 10.5281/zenodo.4287568 Nov 23, 2020
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