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03/05/2022
How to Train Unstable Looped Tensor Network
A rising problem in the compression of Deep Neural Networks is how to re...
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04/12/2021
Characterization of Decomposition of Matrix Multiplication Tensors
In this paper, the canonical polyadic (CP) decomposition of tensors that...
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08/12/2020
Stable Low-rank Tensor Decomposition for Compression of Convolutional Neural Network
Most state of the art deep neural networks are overparameterized and exh...
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07/20/2019
Cramér-Rao Bounds for Complex-Valued Independent Component Extraction: Determined and Piecewise Determined Mixing Models
This paper presents Cramér-Rao Lower Bound (CRLB) for the complex-valued...
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03/27/2018
Gradient Algorithms for Complex Non-Gaussian Independent Component/Vector Extraction
We address the problem of extracting one independent component from an i...
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09/25/2017
Error Preserving Correction for CPD and Bounded-Norm CPD
In CANDECOMP/PARAFAC tensor decomposition, degeneracy often occurs in so...
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09/25/2017
Best Rank-One Tensor Approximation and Parallel Update Algorithm for CPD
A novel algorithm is proposed for CANDECOMP/PARAFAC tensor decomposition...
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09/22/2014