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@cavalab

Cava Lab

Advancing interpretable and fair digital health. Run by @lacava

The Cava laboratory is a research group run by William La Cava (@lacava). It is part of the Computational Health Informatics Program at Boston Children's Hospital and Harvard Medical School.

We are interested in improving the interpretability and fairness of predictive models deployed in healthcare settings. We create and study algorithms that can embed these notions when working with health data.

Learn more at https://cavalab.org.

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  1. srbench Public

    A living benchmark framework for symbolic regression

    Python 252 85

  2. feat Public

    A feature engineering automation tool for learning data representations

    C++ 34 14

  3. pmcboost Public

    proportional multicalibration boosting

    Python 2

  4. fomo Public

    fairness-oriented multi-objective optimization

    Python 9 4

  5. brush Public

    An interpretable machine learning library

    C++ 3

  6. ellyn Public

    python-wrapped version of ellen, a linear genetic programming system for symbolic regression and classification.

    C++ 55 11

Repositories

Showing 10 of 27 repositories
  • srbench Public

    A living benchmark framework for symbolic regression

    Python 252 GPL-3.0 85 11 (3 issues need help) 1 Updated Apr 23, 2025
  • htn-phenotyping-with-llms Public

    Generating hypertension computable phenotypes with LLMs

    Jupyter Notebook 0 GPL-3.0 0 0 0 Updated Apr 23, 2025
  • brush Public

    An interpretable machine learning library

    C++ 3 GPL-3.0 0 8 1 Updated Apr 23, 2025
  • aca-example Public
    Jupyter Notebook 0 GPL-3.0 0 0 0 Updated Apr 22, 2025
  • mimic-iv-ed-epi Public Forked from hcoggan/mimic-iv-ed

    A repository of code used to analyse the MIMIC-IV-ED dataset

    R 0 1 0 1 Updated Apr 21, 2025
  • HTML 0 8 0 0 Updated Apr 18, 2025
  • feat Public

    A feature engineering automation tool for learning data representations

    C++ 34 GPL-3.0 14 12 (1 issue needs help) 0 Updated Mar 7, 2025
  • mimic-iv-admissions Public

    Code to preprocess MIMIC-IV for building risk prediction models

    Python 1 0 0 0 Updated Feb 18, 2025
  • fairseq-signals Public Forked from Jwoo5/fairseq-signals

    A collection of deep learning models for ECG data processing based on fairseq framework

    Python 0 19 0 0 Updated Jan 7, 2025
  • ai-efm Public

    Deep learning models for predicting fetal distress from electronic fetal monitoring.

    Python 2 GPL-3.0 2 0 0 Updated Dec 18, 2024

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