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Genevera I. Allen

Cluster Quilting: Spectral Clustering for Patchwork Learning

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Jun 19, 2024
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Fair MP-BOOST: Fair and Interpretable Minipatch Boosting

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Apr 01, 2024
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Fair Feature Importance Scores for Interpreting Tree-Based Methods and Surrogates

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Oct 06, 2023
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Data Augmentation via Subgroup Mixup for Improving Fairness

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Sep 13, 2023
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Interpretable Machine Learning for Discovery: Statistical Challenges \& Opportunities

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Aug 02, 2023
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Nonparanormal Graph Quilting with Applications to Calcium Imaging

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May 22, 2023
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Low-Rank Covariance Completion for Graph Quilting with Applications to Functional Connectivity

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Sep 17, 2022
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Inference for Interpretable Machine Learning: Fast, Model-Agnostic Confidence Intervals for Feature Importance

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Jun 05, 2022
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Network Clustering for Latent State and Changepoint Detection

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Nov 01, 2021
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Gaussian Graphical Model Selection for Huge Data via Minipatch Learning

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Oct 22, 2021
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