67 citations · 172 across the 19 of their papers we have counts for
4 papers · 1 filter
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…
Efficient Algorithms for Large-scale Generalized Eigenvector Computation and Canonical Correlation Analysis
Rong Ge, Chi Jin, Sham M. Kakade +2
This paper considers the problem of canonical-correlation analysis (CCA) (Hotelling, 1936) and, more broadly, the generalized eigenvector problem for a pair of symmetric matrices.…
Routing under Balance
Alina Ene, Gary Miller, Jakub Pachocki +1
We introduce the notion of balance for directed graphs: a weighted directed graph is -balanced if for every cut , the total weight of edges going from to $V\s…
Streaming PCA: Matching Matrix Bernstein and Near-Optimal Finite Sample Guarantees for Oja's Algorithm
Prateek Jain, Chi Jin, Sham M. Kakade +2
This work provides improved guarantees for streaming principle component analysis (PCA). Given sampled independently from distributions…