Inference for Low-rank Models without Estimating the Rank

no code implementations • 28 Nov 2023 • Jungjun Choi, Hyukjun Kwon, Yuan Liao

This paper studies the inference about linear functionals of high-dimensional low-rank matrices.

Inference for Low-rank Completion without Sample Splitting with Application to Treatment Effect Estimation

no code implementations • 31 Jul 2023 • Jungjun Choi, Hyukjun Kwon, Yuan Liao

This paper studies the inferential theory for estimating low-rank matrices.