37 citations · 80 across the 4 of their papers we have counts for
4 papers
Parallel Active Subspace Decomposition for Scalable and Efficient Tensor Robust Principal Component Analysis
Jonathan Q. Jiang, Michael K. Ng
Tensor robust principal component analysis (TRPCA) has received a substantial amount of attention in various fields. Most existing methods, normally relying on tensor nuclear norm…
Exact Tensor Completion from Sparsely Corrupted Observations via Convex Optimization
Jonathan Q. Jiang, Michael K. Ng
This paper conducts a rigorous analysis for provable estimation of multidimensional arrays, in particular third-order tensors, from a random subset of its corrupted entries. Our st…
Stochastic block model and exploratory analysis in signed networks
Jonathan Q. Jiang
We propose a generalized stochastic block model to explore the mesoscopic structures in signed networks by grouping vertices that exhibit similar positive and negative connection p…
Modularity functions maximization with nonnegative relaxation facilitates community detection in networks
Jonathan Q. Jiang, Lisa J. McQuay
We show here that the problem of maximizing a family of quantitative functions, encompassing both the modularity (Q-measure) and modularity density (D-measure), for community detec…