274 citations · 422 across the 12 of their papers we have counts for
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cs.AI2010★ 81 cited
Random Projections for -means Clustering
Christos Boutsidis, Anastasios Zouzias, Petros Drineas
This paper discusses the topic of dimensionality reduction for -means clustering. We prove that any set of points in dimensions (rows in a matrix $A \in \RR^{n \times d}…
cs.DS2010
Low Rank Matrix-Valued Chernoff Bounds and Approximate Matrix Multiplication
Avner Magen, Anastasios Zouzias
In this paper we develop algorithms for approximating matrix multiplication with respect to the spectral norm. Let A\in{\RR^{n\times m}} and B\in\RR^{n \times p} be two matrices an…
cs.DM2010★ 1 cited
Low Dimensional Euclidean Volume Preserving Embeddings
Anastasios Zouzias
Let be an -point subset of Euclidean space and be an integer. In this paper we study the following question: What is the smallest (normalized) relative c…