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Elizabeth Newman
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2020 – today
- 2024
- [j5]Elizabeth Newman, Lior Horesh, Haim Avron, Misha E. Kilmer:
Stable tensor neural networks for efficient deep learning. Frontiers Big Data 7 (2024) - [i9]Elizabeth Newman, Katherine Keegan:
Optimal Matrix-Mimetic Tensor Algebras via Variable Projection. CoRR abs/2406.06942 (2024) - [i8]Katherine Keegan, Elizabeth Newman:
Projected Tensor-Tensor Products for Efficient Computation of Optimal Multiway Data Representations. CoRR abs/2409.19402 (2024) - 2023
- [i7]Elizabeth Newman, Jack Michael Solomon, Matthias Chung:
Image reconstructions using sparse dictionary representations and implicit, non-negative mappings. CoRR abs/2312.03180 (2023) - 2022
- [j4]Elizabeth Newman, Lars Ruthotto:
'hessQuik': Fast Hessian computation of composite functions. J. Open Source Softw. 7(72): 4171 (2022) - [j3]Elizabeth Newman, Julianne Chung, Matthias Chung, Lars Ruthotto:
slimTrain - A Stochastic Approximation Method for Training Separable Deep Neural Networks. SIAM J. Sci. Comput. 44(4): 2322- (2022) - 2021
- [j2]Elizabeth Newman, Lars Ruthotto, Joseph L. Hart, Bart G. van Bloemen Waanders:
Train Like a (Var)Pro: Efficient Training of Neural Networks with Variable Projection. SIAM J. Math. Data Sci. 3(4): 1041-1066 (2021) - [i6]Elizabeth Newman, Julianne Chung, Matthias Chung, Lars Ruthotto:
slimTrain - A Stochastic Approximation Method for Training Separable Deep Neural Networks. CoRR abs/2109.14002 (2021) - 2020
- [j1]Elizabeth Newman, Misha E. Kilmer:
Nonnegative Tensor Patch Dictionary Approaches for Image Compression and Deblurring Applications. SIAM J. Imaging Sci. 13(3): 1084-1112 (2020) - [i5]Misha E. Kilmer, Lior Horesh, Haim Avron, Elizabeth Newman:
Tensor-Tensor Products for Optimal Representation and Compression. CoRR abs/2001.00046 (2020) - [i4]Elizabeth Newman, Lars Ruthotto, Joseph L. Hart, Bart G. van Bloemen Waanders:
Train Like a (Var)Pro: Efficient Training of Neural Networks with Variable Projection. CoRR abs/2007.13171 (2020)
2010 – 2019
- 2019
- [i3]Elizabeth Newman, Misha E. Kilmer:
Non-negative Tensor Patch Dictionary Approaches for Image Compression and Deblurring Applications. CoRR abs/1910.00993 (2019) - 2018
- [i2]Elizabeth Newman, Lior Horesh, Haim Avron, Misha E. Kilmer:
Stable Tensor Neural Networks for Rapid Deep Learning. CoRR abs/1811.06569 (2018) - 2017
- [c1]Elizabeth Newman, Misha E. Kilmer, Lior Horesh:
Image classification using local tensor singular value decompositions. CAMSAP 2017: 1-5 - [i1]Elizabeth Newman, Misha E. Kilmer, Lior Horesh:
Image classification using local tensor singular value decompositions. CoRR abs/1706.09693 (2017)
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