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

Doubly robust nearest neighbors in factor models

Read the original on arXiv Machine Learning →

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.

Summary generated by The Flow from the publisher's feed. The full article lives at arXiv Machine Learning.

arXiv Machine Learning
6d ago

A Factor Graph Approach to Scalable Multi-Output Gaussian Process Regression

arXiv:2608. 11917v1 Announce Type: new Abstract: Multi-output Gaussian process regression scales cubically in the number of observations times outputs, and dense kernel-matrix methods need bespoke handling whenever different outputs are observed at different inputs.

By Wouter W. L. Nuijten, Esther G. van Pelt, Albert Podusenko, \.Ismail \c{S}en\"oz, Wouter M. Kouw