71 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Rensselaer Polytechnic InstituteUS2 papers
- Adobe Systems (United States)US1 paper
- Centre National de la Recherche ScientifiqueFR1 paper
- Columbia UniversityUS1 paper
- École Polytechnique Fédérale de LausanneCH1 paper
- FZU ‒ Institute of Physics of the Academy of Sciences of the Czech RepublicCZ1 paper
- IBM Research - AlmadenUS1 paper
- IBM Research - Thomas J. Watson Research CenterUS1 paper
- IBM Research - ZurichCH1 paper
- Institut de Mathématiques de Jussieu-Paris Rive GaucheFR1 paper
- Institut de Mathématiques de ToulonFR1 paper
- LIP6FR1 paper
Showing 2015Show all
2 papers · 1 filter
cs.DS2015★ 22 cited
Column Selection via Adaptive Sampling
Saurabh Paul, Malik Magdon-Ismail, Petros Drineas
Selecting a good column (or row) subset of massive data matrices has found many applications in data analysis and machine learning. We propose a new adaptive sampling algorithm tha…
stat.ML2015★ 2 cited
Feature Selection for Ridge Regression with Provable Guarantees
Saurabh Paul, Petros Drineas
We introduce single-set spectral sparsification as a deterministic sampling based feature selection technique for regularized least squares classification, which is the classificat…