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Elizabeth Newman
Elizabeth Newman
Assistant Professor Emory University
Verified email at emory.edu - Homepage
Title
Cited by
Cited by
Year
Tensor-tensor algebra for optimal representation and compression of multiway data
ME Kilmer, L Horesh, H Avron, E Newman
Proceedings of the National Academy of Sciences 118 (28), e2015851118, 2021
632021
Stable tensor neural networks for rapid deep learning
E Newman, L Horesh, H Avron, M Kilmer
arXiv preprint arXiv:1811.06569, 2018
442018
Train like a (var) pro: Efficient training of neural networks with variable projection
E Newman, L Ruthotto, J Hart, B van Bloemen Waanders
SIAM Journal on Mathematics of Data Science 3 (4), 1041-1066, 2021
192021
Image classification using local tensor singular value decompositions
E Newman, M Kilmer, L Horesh
2017 IEEE 7th international workshop on computational advances in multi …, 2017
192017
Nonnegative tensor patch dictionary approaches for image compression and deblurring applications
E Newman, ME Kilmer
SIAM Journal on Imaging Sciences 13 (3), 1084-1112, 2020
122020
Tensor-tensor products for optimal representation and compression
M Kilmer, L Horesh, H Avron, E Newman
arXiv preprint arXiv:2001.00046, 2019
112019
Generating and managing deep tensor neural networks
L Horesh, E Newman, ME Kilmer, H Avron
US Patent 11,531,902, 2022
92022
slimTrain---A Stochastic Approximation Method for Training Separable Deep Neural Networks
E Newman, J Chung, M Chung, L Ruthotto
SIAM Journal on Scientific Computing 44 (4), A2322-A2348, 2022
72022
A step in the right dimension: Tensor algebra and applications
E Newman
Tufts University, 2019
62019
Efficient training of neural networks via variable projection
E Newman, J Hart, B van Bloemen Waanders, L Ruthotto
XXI Householder Symposium on Numerical Linear Algebra, 295, 2020
32020
hessQuik: Fast Hessian computation of compositefunctions
E Newman, L Ruthotto
Journal of Open Source Software 7 (72), 2022
12022
Image reconstructions using sparse dictionary representations and implicit, non-negative mappings
E Newman, JM Solomon, M Chung
arXiv preprint arXiv:2312.03180, 2023
2023
Generating and managing deep tensor neural networks
L Horesh, E Newman, ME Kilmer, H Avron
US Patent App. 17/938,131, 2023
2023
Optimal multi-dimensional data compression by tensor-tensor decompositions tensor
L Horesh, ME Kilmer, H Avron, E Newman
US Patent 10,771,088, 2020
2020
Don’t Matricize, Tensorize: Tensor-tensor Products for Optimal Representation and Compression
ME Kilmer, L Horesh, H Avron, E Newman
XXI Householder Symposium on Numerical Linear Algebra, 229, 2020
2020
Efficient Training of Neural Network Surrogate Methods with Variable Projection.
E Newman, L Ruthotto, JL Hart, BG van Bloemen Waanders
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2020
2020
Efficient Training of Deep Neural Networks with Gauss-Newton
L Ruthotto, E Newman, D Verma, SW Fung
2024 Joint Mathematics Meetings (JMM 2024), 0
A Matrix-Mimetic Tensor Algebra for Optimal Representations of Multiway Data
M Kilmer, L Horesh, H Avron, E Newman
2023 Joint Mathematics Meetings (JMM 2023), 0
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