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20132023
most citedRapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation

64 citations · 195 across the 23 of their papers we have counts for

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Showing 2019Show all

7 papers · 1 filter

cs.DM2019

Graph Spanners: A Tutorial Review

Reyan Ahmed, Greg Bodwin, Faryad Darabi Sahneh +4

This tutorial review provides a guiding reference to researchers who want to have an overview of the large body of literature about graph spanners. It reviews the current literatur…

math.NA2019★ 5 cited

Perturbations of CUR Decompositions

Keaton Hamm, Longxiu Huang

The CUR decomposition is a factorization of a low-rank matrix obtained by selecting certain column and row submatrices of it. We perform a thorough investigation of what happens to…

math.NA2019★ 1 cited

Perspectives on CUR Decompositions

Keaton Hamm, Longxiu Huang

This note discusses an interesting matrix factorization called the CUR Decomposition. We illustrate various viewpoints of this method by comparing and contrasting them in different…

cs.DM2019★ 1 cited

Multi-Level Graph Sketches via Single-Level Solvers

Reyan Ahmed, Keaton Hamm, Mohammad Javad Latifi Jebelli +3

Given an undirected weighted graph , a constrained sketch over a terminal set is a subgraph that connects the terminal vertices while satisfying a given s…

math.NA2019★ 2 cited

CUR Decompositions, Approximations, and Perturbations

Keaton Hamm, Longxiu Huang

This article discusses a useful tool in dimensionality reduction and low-rank matrix approximation called the CUR decomposition. Various viewpoints of this method in the literature…

cs.DM2019

Approximation algorithms and an integer program for multi-level graph spanners

Reyan Ahmed, Keaton Hamm, Mohammad Javad Latifi Jebelli +3

Given a weighted graph and , a subgraph is a \emph{--spanner} of if the lengths of shortest paths in are preserved in up to a multiplicative fa…