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@cog-imperial

C⚙G - Imperial College London

Computational Optimisation Group @ Imperial College London

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  1. OMLT OMLT Public

    Represent trained machine learning models as Pyomo optimization formulations

    Python 284 59

  2. romodel romodel Public

    Modeling robust optimization problems in Pyomo

    Python 81 14

  3. entmoot entmoot Public

    Multiobjective black-box optimization using gradient-boosted trees

    Python 56 12

  4. galini galini Public

    An extensible MINLP solver

    Python 43 4

  5. GPdoemd GPdoemd Public

    Design of experiments for model discrimination using Gaussian process surrogate models

    Python 36 6

  6. suspect suspect Public

    Special Structure Detection for Pyomo

    Python 27 4

Repositories

Showing 10 of 30 repositories
  • Limeade Public

    Official implementation of the paper “Limeade: Let integer molecular encoding aid”

    cog-imperial/Limeade’s past year of commit activity
    Python 22 MIT 1 0 0 Updated Nov 26, 2024
  • OMLT Public

    Represent trained machine learning models as Pyomo optimization formulations

    cog-imperial/OMLT’s past year of commit activity
    Python 284 59 20 8 Updated Aug 26, 2024
  • entmoot Public

    Multiobjective black-box optimization using gradient-boosted trees

    cog-imperial/entmoot’s past year of commit activity
    Python 56 BSD-3-Clause 12 5 0 Updated Jul 4, 2024
  • OMLT_CAMD Public

    Repository for paper: "Augmenting optimization-based molecular design with graph neural networks".

    cog-imperial/OMLT_CAMD’s past year of commit activity
    Python 3 BSD-3-Clause 2 0 0 Updated May 16, 2024
  • GNN_MIP_CAMD Public

    Repository for paper: "Optimizing over trained GNNs via symmetry breaking".

    cog-imperial/GNN_MIP_CAMD’s past year of commit activity
    Python 3 BSD-3-Clause 1 0 0 Updated May 16, 2024
  • SnAKe Public

    Repository for paper: "SnAKe: Bayesian Optimization with Pathwise Exploration".

    cog-imperial/SnAKe’s past year of commit activity
    Python 15 BSD-3-Clause 1 0 0 Updated Feb 9, 2024
  • DCBO Public

    Repository for paper: "Dependence in constrained Bayesian optimization: When do we need it and how does it help?".

    cog-imperial/DCBO’s past year of commit activity
    Python 2 BSD-3-Clause 1 0 0 Updated Oct 10, 2023
  • tree_kernel_gp Public
    cog-imperial/tree_kernel_gp’s past year of commit activity
    Python 6 BSD-3-Clause 2 0 1 Updated Oct 6, 2023
  • Partial-Lasserre-relaxation-sparse-maxcut Public
    cog-imperial/Partial-Lasserre-relaxation-sparse-maxcut’s past year of commit activity
    C++ 2 BSD-3-Clause 1 0 0 Updated Jul 17, 2023
  • romodel Public

    Modeling robust optimization problems in Pyomo

    cog-imperial/romodel’s past year of commit activity
    Python 81 MIT 14 2 1 Updated Nov 11, 2022
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