Boost Like a (Var)Pro: Trust-Region Gradient Boosting via Variable Projection

Abhijit Chowdhary, Elizabeth Newman, Deepanshu Verma

2026 Mar

Projected Tensor-Tensor Products for Efficient Computation of Optimal Multiway Data Representations

Katherine Keegan, Elizabeth Newman

Linear Algebra and its Applications, vol. 729, 2025 Oct 3, pp. 100-147

Optimal Matrix-Mimetic Tensor Algebras via Variable Projection

Elizabeth Newman, Katherine Keegan

SIAM Journal on Matrix Analysis and Applications, vol. 46(3), 2025 Jul 29, pp. 1764-1790

Tensor-Tensor Products, Group Representations, and Semidefinite Programming

Alex Dunbar, Elizabeth Newman

2025 Jul 17

Stable Tensor Neural Networks for Efficient Deep Learning

Elizabeth Newman, Lior Horesh, Haim Avron, Misha E. Kilmer

Frontiers in Big Data, vol. 7(2624-909X), 2024 May

Image reconstructions using sparse dictionary representations and implicit, non-negative mappings

Elizabeth Newman, Jack Michael Solomon, Matthias Chung

2023