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permutation importance

5 papers

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PI

Co-occurring keywords · papers mentioning both

variable importance (3) feature importance (2) prediction model (1) recidivism prediction (1) fairness analysis (1) type-i error control (1) temporal model (1) model agnostic (1) model class reliance (1) covered information (1)

Papers

Variable Importance in High-Dimensional Settings Requires Grouping AAAI 2024 Statistically Valid Variable Importance Assessment through Conditional Permutations NeurIPS 2023 Covered Information Disentanglement: Model Transparency via Unbiased Permutation Importance AAAI 2022 Feature Importance Explanations for Temporal Black-Box Models AAAI 2022 All Models are Wrong, but Many are Useful: Learning a Variable's Importance by Studying an Entire Class of Prediction Models Simultaneously JMLR 2019