Don't Matricize, Tensorize! Tensor-tensor Algebras for Optimal Representations of Multiway Data

Elizabeth Newman

SIAM News

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

AI/ML-derived mechanistically interpretable whole-genome biomarkers of patient survival in pre-treatment primary neuroblastoma tumors and whole blood.

Orly Alter, Elizabeth Newman, Sri Priya Ponnapalli, Jessica W. Tsai

Journal of Clinical Oncology, vol. 42, 2024, pp. 10043-10043

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