Sham M. Kakade

Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design

Niranjan Srinivas, Andreas Krause, Sham M. Kakade et al. · Infoscience (Ecole Polytechnique Fédérale de Lausanne) · 2009 · 1.1K citations · Full text

Computing, Computer Science, Algorithms +16

Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting

Niranjan Srinivas, Andreas Krause, Sham M. Kakade et al. · IEEE Transactions on Information Theory · 2012 · 964 citations · Full text

Computing, Computer Science, Algorithms +15

Cover trees for nearest neighbor

Alina Beygelzimer, Sham M. Kakade, John Langford · 2006 · 834 citations

Computing, Computer Science, Algorithms +16

Multi-view clustering via canonical correlation analysis

Kamalika Chaudhuri, Sham M. Kakade, Karen Livescu et al. · 2009 · 824 citations · Full text

Computing, Computer Science, Data Science +17

Tensor decompositions for learning latent variable models

Animashree Anandkumar, Rong Ge, Daniel Hsu et al. · CaltechAUTHORS (California Institute of Technology) · 2014 · 818 citations

Computing, Computer Science, Machine Learning +16