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Guangming Zhou

3 papers hereh-index 6125 citations21 works total

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  • last author3

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  • math.OC3

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3 papers

math.OC2025

A Generating Polynomial Based Two-Stage Optimization Method for Tensor Rank Decomposition

Zequn Zheng, Hongchao Zhang, Guangming Zhou

The tensor rank decomposition, also known as canonical polyadic(CP) or simply tensor decomposition, has a long history in multilinear algebra. However, computing a rank decompositi…

math.OC2024

The Rank-1 Completion Problem for Cubic Tensors

Jinling Zhou, Jiawang Nie, Zheng Peng +1

This paper studies the rank-1 tensor completion problem for cubic tensors. First of all, we show that this problem is equivalent to a special rank-1 matrix recovery problem. Wh…

math.OC2024

Robust approximation of chance constrained optimization with polynomial perturbation

Bo Rao, Liu Yang, Suhan Zhong +1

This paper proposes a robust approximation method for solving chance constrained optimization (CCO) of polynomials. Assume the CCO is defined with an individual chance constraint t…

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