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@MLD3

MLD3: Machine Learning for Data-Driven Decisions, University of Michigan

Code repository for work by the MLD3 lab.

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  1. M-CURES M-CURES Public

    "Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study" (Kamran, Tang, et al.), BMJ 2022.

    Python 9 2

  2. AMAISE AMAISE Public

    The source code for AMAISE: A Machine Learning Approach to Index-Free Sequence Enrichment and the accession codes for the data used to train and test AMAISE.

    Python 1 1

  3. FIDDLE FIDDLE Public

    FlexIble Data-Driven pipeLinE – a preprocessing pipeline that transforms structured EHR data into feature vectors to be used with ML algorithms. https://doi.org/10.1093/jamia/ocaa139

    Jupyter Notebook 82 17

  4. Deep-Learning-Applied-to-Chest-X-rays-Exploiting-and-Preventing-Shortcuts Deep-Learning-Applied-to-Chest-X-rays-Exploiting-and-Preventing-Shortcuts Public

    [MLHC 2020] Deep Learning Applied to Chest X-Rays: Exploiting and Preventing Shortcuts (Jabbour, Fouhey, Kazerooni, Sjoding, Wiens). https://arxiv.org/abs/2009.10132

    Jupyter Notebook 7 2

  5. OfflineRL_FactoredActions OfflineRL_FactoredActions Public

    [NeurIPS 2022] Leveraging Factored Action Spaces for Efficient Offline RL in Healthcare.

    Jupyter Notebook 7

  6. CounterfactualAnnot-SemiOPE CounterfactualAnnot-SemiOPE Public

    [NeurIPS 2023] Counterfactual-Augmented Importance Sampling for Semi-Offline Policy Evaluation. https://arxiv.org/abs/2310.17146

    Jupyter Notebook 1 1

Repositories

Showing 10 of 38 repositories
  • DEPICT Public
    MLD3/DEPICT’s past year of commit activity
    0 MIT 0 0 0 Updated Jul 2, 2024
  • PROP-RL Public

    Optimizing Loop Diuretic Treatment in Hospitalized Patients: A Case Study in Practical Application of Offline Reinforcement Learning to Healthcare

    MLD3/PROP-RL’s past year of commit activity
    Python 0 0 0 0 Updated Jul 2, 2024
  • DCEM Public

    [ICML 2024] From Biased Selective Labels to Pseudo-Labels: An Expectation-Maximization Framework for Learning from Biased Decisions

    MLD3/DCEM’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jun 25, 2024
  • FIDDLE Public

    FlexIble Data-Driven pipeLinE – a preprocessing pipeline that transforms structured EHR data into feature vectors to be used with ML algorithms. https://doi.org/10.1093/jamia/ocaa139

    MLD3/FIDDLE’s past year of commit activity
    Jupyter Notebook 82 MIT 17 6 0 Updated Jun 12, 2024
  • MILwAPI Public

    Code and Additional Information for "Multiple Instance Learning with Absolute Position Information"

    MLD3/MILwAPI’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Apr 26, 2024
  • MLD3/Learning-to-Rank-for-Optimal-Treatment-Allocation-Under-Resource-Constraints’s past year of commit activity
    Python 0 0 0 0 Updated Feb 20, 2024
  • CounterfactualAnnot-SemiOPE Public

    [NeurIPS 2023] Counterfactual-Augmented Importance Sampling for Semi-Offline Policy Evaluation. https://arxiv.org/abs/2310.17146

    MLD3/CounterfactualAnnot-SemiOPE’s past year of commit activity
    Jupyter Notebook 1 MIT 1 0 0 Updated Nov 2, 2023
  • MLD3/ConceptCredibleModel’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Aug 7, 2023
  • Instance_Dependent_Label_Noise Public

    Code for "Leveraging an Alignment Set in Tackling Instance-Dependent Label Noise" in CHIL 2023

    MLD3/Instance_Dependent_Label_Noise’s past year of commit activity
    Python 0 0 0 0 Updated Jul 10, 2023
  • MLD3/Hierarchical_Survival_Analysis’s past year of commit activity
    Python 3 1 0 0 Updated Jul 10, 2023