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Contributed Papers

New Methods for Valid and Flexible Inference

Thu, Aug 8, 8:30 AM - 10:20 AM

Jonathan WilliamsChair

IMS

7 Presentations

Model-X conditional knockoffs and conditional randomization tests using Gaussian graphical models

8:35 AM - 8:50 AM

Dongming Huang (National University of Singapore)

Co-authors: Lucas Janson

Moving beyond Population Variable Importance: Concept and Theory of Individual Variable Importance

8:50 AM - 9:05 AM

Guorong Dai (Fudan University)

Co-authors: Lingxuan Shao (Fudan University), Jinbo Chen (University of Pennsylvania)

Positive regression dependence on subsets for multivariate χ² random variables

9:05 AM - 9:20 AM

David Swanson (University of Texas MD Anderson Cancer Center)

Post-hoc Hypothesis Testing

9:20 AM - 9:35 AM

Tolerant Testing in the Gaussian Sequence Model

9:35 AM - 9:50 AM

Lucas Kania (Carnegie Mellon University)

Co-authors: Tudor Manole, Sivaraman Balakrishnan (Carnegie Mellon University), Larry Wasserman (Carnegie Mellon University)

Trading off multiple risks for predictive algorithms with confidence

9:50 AM - 10:05 AM

Andrew Nguyen (University Of California Berkeley)

Co-authors: Reese Pathak (University of California, Berkeley), Anastasios Angelopoulos (University of California, Berkeley), Stephen Bates (Stanford University), Michael Jordan (Univ of California-Berkeley)

Unified framework for inference using confidence sets for the CDF

10:05 AM - 10:20 AM

Siddhaarth Sarkar (Carnegie Mellon University)

Co-authors: Arun Kuchibhotla

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