Search Machine Learning Repository:
All publications by Cheng S. Ong
authors venues years



Learning from Corrupted Binary Labels via Class-Probability Estimation
Aditya Menon, Brendan V. Rooyen, Cheng S. Ong and Bob Williamson
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Ellipsoidal Multiple Instance Learning
Gabriel Krummenacher, Cheng S. Ong and Joachim Buhmann
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Part {\&} Clamp: Efficient Structured Output Learning
Patrick Pletscher and Cheng S. Ong
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Contextual Gaussian Process Bandit Optimization
Andreas Krause and Cheng S. Ong
Advances in Neural Information Processing Systems 24, 2011


Learning Output Kernels with Block Coordinate Descent
Francesco Dinuzzo, Cheng S. Ong, Gianluigi Pillonetto and Peter V. Gehler
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


Optimized expected information gain for nonlinear dynamical systems
Alberto G. Busetto, Cheng S. Ong and Joachim M. Buhmann
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Spanning Tree Approximations for Conditional Random Fields
Patrick Pletscher, Cheng S. Ong and Joachim M. Buhmann
Proceedings of the Twelfth International Conference on Artificial Intelligence and Statistics (AISTATS-09), 2009


Multiclass multiple kernel learning
Alexander Zien and Cheng S. Ong
Proceedings of the 24th International Conference on Machine Learning (ICML-07), 2007


The Need for Open Source Software in Machine Learning
Sören Sonnenburg, Mikio L. Braun, Cheng S. Ong, Samy Bengio, Léon Bottou, Geoffrey Holmes, Yann Lecun, Klaus-robert Müller, Fernando Pereira, Carl E. Rasmussen, Gunnar Rätsch, Bernhard Schölkopf, Pascal Vincent, Jason Weston, Robert C. Williamson and Alex J. Smola
Journal of Machine Learning Research, 2007


Learning the Kernel with Hyperkernels
Cheng S. Ong, Robert C. Williamson and Alex J. Smola
Journal of Machine Learning Research, 2005


Learning with non-positive kernels
Cheng S. Ong, Xavier Mary, Stéphane Canu and Alex J. Smola
Proceedings of the 21st International Conference on Machine Learning (ICML-04), 2004


Machine Learning with Hyperkernels
Cheng S. Ong and Alex J. Smola
Proceedings of the 20th International Conference on Machine Learning (ICML-03), 2003


Hyperkernels
Cheng S. Ong, Robert C. Williamson and Alex J. Smola
Advances in Neural Information Processing Systems 15, 2002