Papers

Preprints

(for the very latest, see my arXiv papers, google scholar papers, DBLP computer science papers, or ResearchGate and academia.edu profiles; my ORCID)

March 2017

URV Factorization with Random Orthogonal System Mixing, Stephen Becker, James Folberth, Laura Grigori

Feb 2017

Adapting Regularized Low Rank Models for Parallel Architectures, Derek Driggs, Stephen Becker, Aleksandr Aravkin

Dec 2016

Randomized Clustered Nystrom for Large-Scale Kernel Machines, Farhad Pourkamali-Anaraki, Stephen Becker

Journal publications

2017

2016

2015

2014

2013

2012

2011

2010

2007

2006

2005

Book chapters

Conference publications

2017

Oct 2015

Robust Partially-Compressed Least-Squares, S. Becker, B. Kawas, M. Petrik, K. N. Ramamurthy. Accepted in AAAI

2016

Nov 2016

A Randomized Approach to Efficient Kernel Clustering, F. Pourkamali-Anaraki, S. Becker, in 2016 IEEE GlobalSIP (Global Conference on Signal and Information Processing).

2015

2014

2013

2012

Selected Talks

(full list of invited talks is on my CV; here I list a few that have video or slides or websites)

Technical Reports

May 2016

Exact linesearch for LASSO discusses exact step-size selection for piecewise quadratic objective functions, with code at github

Theses

April 2011

Practical Compressed Sensing: modern data acquisition and signal processing, California Institute of Technology (PhD thesis). Co-winner, Carey prize.

April 2005

Translational and Rotational Dynamics of Supercooled Water, Wesleyan University (undergraduate thesis). Co-winner, Bertman prize.

Miscellany

Copyright information

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The SHERPA/ROMEO website lists the policies of many publishers. The SPARC addendum is an addendum to copyright agreements that authors may request their publisher to sign.