7 citations · 13 across the 7 of their papers we have counts for
4 papers · 1 filter
On Approximation Algorithm for Orthogonal Low-Rank Tensor Approximation
Yuning Yang
The goal of this work is to fill a gap in [Yang, SIAM J. Matrix Anal. Appl, 41 (2020), 1797--1825]. In that work, an approximation procedure was proposed for orthogonal low-rank te…
Half-Quadratic Alternating Direction Method of Multipliers for Robust Orthogonal Tensor Approximation
Yuning Yang, Yunlong Feng
Higher-order tensor canonical polyadic decomposition (CPD) with one or more of the latent factor matrices being columnwisely orthonormal has been well studied in recent years. Howe…
The Epsilon-Alternating Least Squares for Orthogonal Low-Rank Tensor Approximation and Its Global Convergence
Yuning Yang
The epsilon alternating least squares (-ALS) is developed and analyzed for canonical polyadic decomposition (approximation) of a higher-order tensor where one or more of the fac…
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…