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20042026
most citedMan is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

1.4k citations

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10 papers · 1 filter

cs.DS2019★ 1 cited

Online Pandora's Boxes and Bandits

Hossein Esfandiari, MohammadTaghi Hajiaghayi, Brendan Lucier +1

We consider online variations of the Pandora's box problem (Weitzman. 1979), a standard model for understanding issues related to the cost of acquiring information for decision-mak…

cs.DS2019★ 3 cited

Efficient Multiparty Interactive Coding for Insertions, Deletions and Substitutions

Ran Gelles, Yael T. Kalai, Govind Ramnarayan

In the field of interactive coding, two or more parties wish to carry out a distributed computation over a communication network that may be noisy. The ultimate goal is to develop…

cs.DS2016★ 9 cited

Geometric Median in Nearly Linear Time

Michael B. Cohen, Yin Tat Lee, Gary Miller +2

In this paper we provide faster algorithms for solving the geometric median problem: given points in compute a point that minimizes the sum of Euclidean distan…

cs.DS2016★ 32 cited

Faster Eigenvector Computation via Shift-and-Invert Preconditioning

Dan Garber, Elad Hazan, Chi Jin +4

We give faster algorithms and improved sample complexities for estimating the top eigenvector of a matrix -- i.e. computing a unit vector such that …

cs.DS2015★ 14 cited

Robust Shift-and-Invert Preconditioning: Faster and More Sample Efficient Algorithms for Eigenvector Computation

Chi Jin, Sham M. Kakade, Cameron Musco +2

We provide faster algorithms and improved sample complexities for approximating the top eigenvector of a matrix. Offline Setting: Given an matrix , we show how to c…

cs.DS2013★ 118 cited

Optimal Algorithms for Testing Closeness of Discrete Distributions

Siu-On Chan, Ilias Diakonikolas, Gregory Valiant +1

We study the question of closeness testing for two discrete distributions. More precisely, given samples from two distributions and over an -element set, we wish to dist…

cs.DS2012★ 5 cited

Maximizing Social Influence in Nearly Optimal Time

Christian Borgs, Michael Brautbar, Jennifer Chayes +1

Diffusion is a fundamental graph process, underpinning such phenomena as epidemic disease contagion and the spread of innovation by word-of-mouth. We address the algorithmic proble…

cs.DS2012★ 4 cited

Analysis of a randomized approximation scheme for matrix multiplication

Daniel Hsu, Sham M. Kakade, Tong Zhang

This note gives a simple analysis of a randomized approximation scheme for matrix multiplication proposed by Sarlos (2006) based on a random rotation followed by uniform column sam…

cs.DS2012★ 2 cited

Multi-Scale Matrix Sampling and Sublinear-Time PageRank Computation

Christian Borgs, Michael Brautbar, Jennifer Chayes +1

A fundamental problem arising in many applications in Web science and social network analysis is, given an arbitrary approximation factor , to output a set of nodes that w…

cs.DS2010★ 10 cited

Approximating Sparsest Cut in Graphs of Bounded Treewidth

Eden Chlamtac, Robert Krauthgamer, Prasad Raghavendra

We give the first constant-factor approximation algorithm for Sparsest Cut with general demands in bounded treewidth graphs. In contrast to previous algorithms, which rely on the f…