Lengerich Lab

Department of Statistics @ University of Wisconsin-Madison.

Welcome to the Lengerich lab at the University of Wisconsin-Madison. We develop ML methods and AI systems to advance precision medicine.

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Madison, Wisconsin

news

Nov 04, 2024 Two findings papers accepted at ML4H 2024: From One to Zero: RAG-IM Adapts Language Models for Interpretable Zero-Shot Clinical Predictions; and Sample-Specific Models of Treatment Effects Explain Heterogeneity in Tuberculosis. Congratulations to Sazan, Ethan, and the team!
Aug 29, 2024 We are writing an open, collaborative review paper on context-adaptive inference. Contribute here.
Aug 19, 2024 Lengerich lab is open at the University of Wisconsin-Madison!

selected publications

  1. Contextualized: Heterogeneous Modeling Toolbox
    Caleb N. EllingtonBenjamin J. Lengerich, Wesley Lo, and 4 more authors
    Journal of Open Source Software, 2024
  2. Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models
    Ben Lengerich, Sarah Tan, Chun-Hao Chang, and 2 more authors
    In Proceedings of the Twenty Third International Conference on Artificial Intelligence and Statistics (AISTATS) , 26–28 aug 2020
  3. Learning Sample-Specific Models with Low-Rank Personalized Regression
    In Advances in Neural Information Processing Systems (NeurIPS) , 26–28 aug 2019
  4. Personalized Regression Enables Sample-specific Pan-cancer Analysis
    Bioinformatics, 26–28 aug 2018
  5. Data Science with LLMs and Interpretable Models
    Sebastian BordtBen LengerichHarsha Nori, and 1 more author
    AAAI Explainable AI for Science, 26–28 aug 2023