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All publications by Dennis Decoste
authors venues years



Compact Random Feature Maps
Raffay Hamid, Ying Xiao, Alex Gittens and Dennis Decoste
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Collaborative prediction using ensembles of Maximum Margin Matrix Factorizations
Dennis Decoste
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Building Support Vector Machines with Reduced Classifier Complexity
S. S. Keerthi, Olivier Chapelle and Dennis Decoste
Journal of Machine Learning Research, 2006


A Modified Finite Newton Method for Fast Solution of Large Scale Linear SVMs
S. S. Keerthi and Dennis Decoste
Journal of Machine Learning Research, 2005


Sparse Greedy Minimax Probability Machine Classification
Thomas Strohmann, Andrei Belitski, Greg Grudic and Dennis Decoste
Advances in Neural Information Processing Systems 16, 2003