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221 Wed, 8/11/2021, 10:00 AM - 11:50 AM Virtual
Topics on Deep Learning — Invited Papers
IMS, Section on Statistical Learning and Data Science
Organizer(s): Xiaotong T Shen, University of Minnesota
Chair(s): Fei Xue, University of Pennsylvania
10:05 AM Overparametrization in Linear Models, and the Uniform Consistency of Cross-Validation for Ridge Regression
Pratik Patil, Carnegie Mellon University; Ryan Tibshirani, Carnegie Mellon University; Yuting Wei, Carnegie Mellon University; Alessandro Rinaldo, Carnegie Mellon University
10:35 AM Significance Tests for Feature Relevance of a Black-Box Learner
Ben Dai, University of Minnesota; Xiaotong T Shen, University of Minnesota; Wei Pan, University of Minnesota
11:05 AM What Causes the Test Error? Going Beyond Bias-Variance via ANOVA
Edgar Dobriban, University of Pennsylvania
11:35 AM Floor Discussion