Research Interests : Machine Learning, Data Mining, Large-scale Learning and Randomized Algorithms for Numerical Linear Algebra.
Publications / Manuscripts
Random Projections for Linear Support Vector Machines Saurabh Paul , Christos Boutsidis, Malik Magdon-Ismail and Petros Drineas. (in preparation)
Random Projections for Quadratic Programming Feature Selection Saurabh Paul , Srinivas Nambirajan, Malik Magdon-Ismail and Petros Drineas. (under review)
Random Projections for Support Vector Machines [pdf] Saurabh Paul , Christos Boutsidis, Malik Magdon-Ismail and Petros Drineas.
Appearing in Proceedings of the 16th International Conference on Artificial Intelligence and Statistics (AISTATS), 2013. Volume 31 of JMLR: W&CP 31.
Master's Thesis :
Random Projections for Support Vector Machines [pdf]