arXiv Statistics ML By Anish Agarwal, Munther Dahleh, Devavrat Shah, Dennis Shen

Synthetic Nearest Neighbors: Extending Synthetic Controls for Matrix Completion with Missing Not at Random Data

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arXiv Machine Learning
Oct 7

Assumption-lean logistic regression with missing covariates

arXiv:2610.07292v1 Announce Type: cross Abstract: Missing covariates are frequently encountered in supervised learning problems, and classical methods for estimation using such data use carefully cho...

By Jyotishka Ray Choudhury, Kabir Aladin Verchand, Richard J. Samworth, Ashwin Pananjady
arXiv Machine Learning
Aug 18

Doubly robust nearest neighbors in factor models

arXiv:2211. 14297v4 Announce Type: replace-cross Abstract: We introduce and analyze an improved variant of nearest neighbors (NN) for estimation with missing data in latent factor models.

By Raaz Dwivedi, Sabina Tomkins, Predrag Klasnja, Susan Murphy, Devavrat Shah