Search Results for author: Zheng-Hai Huang

Found 5 papers, 2 papers with code

Multi-Tubal Rank of Third Order Tensor and Related Low Rank Tensor Completion Problem

1 code implementation9 Dec 2020 Quan Yu, Xinzhen Zhang, Zheng-Hai Huang

For this model, a tensor factorization based method is applied and the corresponding convergence anlysis is established.

Optimization and Control

Eigenvalue-corrected Natural Gradient Based on a New Approximation

no code implementations27 Nov 2020 Kai-Xin Gao, Xiao-Lei Liu, Zheng-Hai Huang, Min Wang, Shuangling Wang, Zidong Wang, Dachuan Xu, Fan Yu

Using second-order optimization methods for training deep neural networks (DNNs) has attracted many researchers.

A Trace-restricted Kronecker-Factored Approximation to Natural Gradient

no code implementations21 Nov 2020 Kai-Xin Gao, Xiao-Lei Liu, Zheng-Hai Huang, Min Wang, Zidong Wang, Dachuan Xu, Fan Yu

There have been many attempts to use second-order optimization methods for training deep neural networks.

Formulating an $n$-person noncooperative game as a tensor complementarity problem

1 code implementation10 Feb 2016 Zheng-Hai Huang, Liqun Qi

In this paper, we consider a class of $n$-person noncooperative games, where the utility function of every player is given by a homogeneous polynomial defined by the payoff tensor of that player, which is a natural extension of the bimatrix game where the utility function of every player is given by a quadratic form defined by the payoff matrix of that player.

Optimization and Control

Minimum $n$-Rank Approximation via Iterative Hard Thresholding

no code implementations18 Nov 2013 Min Zhang, Lei Yang, Zheng-Hai Huang

Additionally, combining an effective heuristic for determining $n$-rank, we can also apply the proposed algorithm to solve MnRA when $n$-rank is unknown in advance.

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