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Research Area: Machine Learning |
Recent Publications, Projects and News
- Webspam Identification Through Content and Hyperlinks Jacob Abernethy; Olivier Chapelle; Carlos Castillo, Fourth International Workshop on Adversarial Information Retrieval on the Web, ACM Press, 2008 [view abstract]
- Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions Christian Walder , Bernhard Scholkopf, Olivier Chapelle, Advances in Neural Information Processing Systems 19, MIT Press, 2007
- Training a Support Vector Machine in the Primal Chapelle, O., Neural Computation, 2007
- Deterministic Annealing for Multiple-Instance Learning Gehler, P. ; Chapelle, O., Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics, 2007
- Semi-Supervised Learning Chapelle, O. ; Sch, Adaptive computation and machine learning, MIT Press, 2006
- Implicit Surface Modelling with a Globally Regularised Basis of Compact Support Walder, C. ; Sch, Computer Graphics Forum, Blackwell, 2006
- A Continuation Method for Semi-Supervised SVMs Chapelle, O. ; Chi, M. ; Zien, A., Proceedings of the 23rd International Conference on Machine Learning, ACM Press, 2006
- Estimating Predictive Variances with Kernel Ridge Regression Cawley, G. C. ; Talbot, N. L.C. ; Chapelle, O., Lecture Notes in Computer Science ; 3944, Springer, 2006
- Combining a Filter Method with SVMs Lal, T. N. ; Chapelle, O. ; Sch, Studies in Fuzziness and Soft Computing ; 207, Springer, 2006
- Embedded methods Lal, T. N. ; Chapelle, O. ; Weston, J. ; Elisseeff, A., Studies in Fuzziness and Soft Computing ; 207, Springer, 2006
- An Analysis of the Anti-Learning Phenomenon for the Class Symmetric Polyhedron Kowalczyk, A. ; Chapelle, O., Algorithmic Learning Theory: 16th International Conference, 2005
- Semi-Supervised Classification by Low Density Separation Chapelle, O. ; Zien, A., Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005
- Active Learning for Parzen Window Classifier Chapelle, O., Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005
- A Machine Learning Approach to Conjoint Analysis Chapelle, O. ; Harchaoui, Z., Advances in Neural Information Processing Systems 17, MIT Press, 2005
- Implicit Surface Modelling as an Eigenvalue Problem Walder, C. ; Chapelle, O. ; Sch, Proceedings of the 22nd International Conference on Machine Learning, 2005
- Feature Selection for Support Vector Machines Using Genetic Algorithms Fr, International Journal on Artificial Intelligence Tools, 2004
- Measure Based Regularization Bousquet, O. ; Chapelle, O. ; Hein, M., Advances in Neural Information Processing Systems 16, MIT Press, 2004
- Object categorization with SVM: kernels for local features Eichhorn, J. ; Chapelle, O., Max Planck Institute for Biological Cybernetics, 2004
- Feature selection and transduction for prediction of molecular bioactivity for drug design Weston, J. ; P, Bioinformatics, 2003
- Semi-Supervised Learning through Principal Directions Estimation Chapelle, O. ; Sch\"olkopf, B. ; Weston, J., ICML Workshop, The Continuum from Labeled to Unlabeled Data in Machine Learning \& Data Mining, 2003