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Selected Publications

Learning from crowds Vikas C. Raykar, Shipeng Yu, Linda H. Zhao, Gerardo Valadez, Charles Florin, Luca Bogoni, and Linda Moy, Journal of Machine Learning Research, 11(Apr):1297−1322, 2010 [abstract] [paper] [bib]

Fast Computation of Kernel Estimators Vikas C. Raykar, Ramani Duraiswami, and Linda H. Zhao, Journal of Computational and Graphical Statistics. March 2010, Vol. 19, No. 1: 205-220 [abstract] [paper] [bib]

Nonparametric prior for adaptive sparsity Vikas C. Raykar and Linda H. Zhao, Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS) 2010, JMLR: W&CP 9, pp.629-636, Chia Laguna, Sardinia, Italy, May 13-15, 2010 [abstract] [paper] [slides] [bib]

Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive Transfer Vikas C. Raykar, Balaji Krishnapuram, Jinbo Bi, Murat Dundar, and R. Bharat Rao, In Proceedings of the 25th International Conference on Machine Learning (ICML 2008), pp.808-815, Helsinki, July 2008.  [paper] [slides] [bib]

On Ranking in Survival Analysis: Bounds on the Concordance Index  Vikas C. Raykar, Harald Steck, Balaji Krishnapuram, Cary Dehing-Oberije, and  Philippe Lambin. In Advances in Neural Information Processing Systems, vol. 20, pp. 1209–1216 , 2008.  [paper] [slides] [spotlight slide] [bib]

A fast algorithm for learning a ranking function from large scale data sets  Vikas C. Raykar, Ramani Duraiswami, and Balaji Krishnapuram, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 30, no. 7, pp. 1158-1170, July 2008. [paper]