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Dive into the research topics where Petros Drineas is active.

Publication


Featured researches published by Petros Drineas.


SIAM Journal on Computing | 2006

Fast Monte Carlo Algorithms for Matrices II: Computing a Low-Rank Approximation to a Matrix

Petros Drineas; Ravi Kannan; Michael W. Mahoney

In many applications, the data consist of (or may be naturally formulated as) an


Machine Learning | 2004

Clustering Large Graphs via the Singular Value Decomposition

Petros Drineas; Alan M. Frieze; Ravi Kannan; Santosh Vempala; V. Vinay

m \times n


Proceedings of the National Academy of Sciences of the United States of America | 2009

CUR matrix decompositions for improved data analysis

Michael W. Mahoney; Petros Drineas

matrix


SIAM Journal on Computing | 2006

Fast Monte Carlo Algorithms for Matrices I: Approximating Matrix Multiplication

Petros Drineas; Ravi Kannan; Michael W. Mahoney

A


Numerische Mathematik | 2011

Faster least squares approximation

Petros Drineas; Michael W. Mahoney; S. Muthukrishnan; Tamas Sarlos

. It is often of interest to find a low-rank approximation to


symposium on the theory of computing | 2002

Competitive recommendation systems

Petros Drineas; Iordanis Kerenidis; Prabhakar Raghavan

A


computer vision and pattern recognition | 2005

Energy minimization via graph cuts: settling what is possible

Daniel Freedman; Petros Drineas

, i.e., an approximation


SIAM Journal on Computing | 2014

Near-Optimal Column-Based Matrix Reconstruction

Christos Boutsidis; Petros Drineas; Malik Magdon-Ismail

D


knowledge discovery and data mining | 2007

Feature selection methods for text classification

Anirban Dasgupta; Petros Drineas; Boulos Harb; Vanja Josifovski; Michael W. Mahoney

to the matrix


IEEE Transactions on Information Theory | 2015

Randomized Dimensionality Reduction for

Christos Boutsidis; Anastasios Zouzias; Michael W. Mahoney; Petros Drineas

A

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