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20132026
most citedGlobal convergence of splitting methods for nonconvex composite optimization

316 citations · 903 across the 32 of their papers we have counts for

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Showing 2019Show all

2 papers · 1 filter

math.OC2019

Efficiently Maximizing a Homogeneous Polynomial over Unit Sphere without Convex Relaxation

Yuning Yang, Guoyin Li

This work studies the problem of maximizing a higher degree real homogeneous multivariate polynomial over the unit sphere. This problem is equivalent to finding the leading eigenva…

math.OC2019

Kurdyka-Łojasiewicz exponent via inf-projection

Peiran Yu, Guoyin Li, Ting Kei Pong

Kurdyka-Lojasiewicz (KL) exponent plays an important role in estimating the convergence rate of many contemporary first-order methods. In particular, a KL exponent of for…