Search Results for author: Zhongruo Wang

Found 3 papers, 0 papers with code

A Manifold Proximal Linear Method for Sparse Spectral Clustering with Application to Single-Cell RNA Sequencing Data Analysis

no code implementations18 Jul 2020 Zhongruo Wang, Bingyuan Liu, Shixiang Chen, Shiqian Ma, Lingzhou Xue, Hongyu Zhao

This paper considers a widely adopted model for SSC, which can be formulated as an optimization problem over the Stiefel manifold with nonsmooth and nonconvex objective.

Clustering

Nonconvex Stochastic Nested Optimization via Stochastic ADMM

no code implementations12 Nov 2019 Zhongruo Wang

We consider the stochastic nested composition optimization problem where the objective is a composition of two expected-value functions.

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