5 citations · 7 across the 2 of their papers we have counts for
2 papers
stat.ML2023★ 2 cited
Structured Low-Rank Tensors for Generalized Linear Models
Batoul Taki, Anand D. Sarwate, Waheed U. Bajwa
Recent works have shown that imposing tensor structures on the coefficient tensor in regression problems can lead to more reliable parameter estimation and lower sample complexity…
cs.LG2021★ 5 cited
A Minimax Lower Bound for Low-Rank Matrix-Variate Logistic Regression
Batoul Taki, Mohsen Ghassemi, Anand D. Sarwate +1
This paper considers the problem of matrix-variate logistic regression. It derives the fundamental error threshold on estimating low-rank coefficient matrices in the logistic regre…