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Publications | Technical Reports

Found 23 results

Filters: author is Chapelle [Clear All Filters]

2008

Webspam Identification Through Content and Hyperlinks Abernethy, J.; Chapelle, O.; Castillo, C. , Fourth International Workshop on Adversarial Information Retrieval on the Web, 22/04/2008, Beijing, China, (2008) Abstract

2007

Training a Support Vector Machine in the Primal Chapelle, O. , Neural Computation, 03, Volume 19, Number 5, p.1155-1178, (2007)

Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions Christian Walder, B.S. , Advances in Neural Information Processing Systems 19, Cambridge, MA, (2007)

An Efficient Method for Gradient-Based Adaptation of Hyperparameters in SVM Models Keerthi, S.S.; Sindhwani, V.; Chapelle, O. , Advances in Neural Information Processing Systems 19, Cambridge, MA, p.673--680, (2007)

Branch and Bound for Semi-Supervised Support Vector Machines Chapelle, O.; Sindhwani, V.; Keerthi, S.S. , Advances in Neural Information Processing Systems 19, Cambridge, MA, p.217--224, (2007)

Deterministic Annealing for Multiple-Instance Learning Gehler, P.; Chapelle, O. , Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics, (2007)

2006

Semi-Supervised Learning Chapelle, O.; Sch, , Adaptive computation and machine learning, 09, Cambridge, Mass., USA, p.508, (2006)

A Continuation Method for Semi-Supervised SVMs Chapelle, O.; Chi, M.; Zien, A. , Proceedings of the 23rd International Conference on Machine Learning, p.185-192, (2006)

Building Support Vector Machines with Reduced Classifier Complexity. Keerthi, S.S.; Chapelle, O.; DeCoste, D. , Journal of Machine Learning Research, Volume 7, p.1493-1515, (2006)

Combining a Filter Method with SVMs Lal, T.N.; Chapelle, O.; Sch, , Studies in Fuzziness and Soft Computing ; 207, p.439-445, (2006)

Deterministic annealing for semi-supervised kernel machines. Sindhwani, V.; Keerthi, S.S.; Chapelle, O. , ICML, p.841-848, (2006)

Estimating Predictive Variances with Kernel Ridge Regression Cawley, G.C.; Talbot, N.L.C.; Chapelle, O. , Lecture Notes in Computer Science ; 3944, p.56-77, (2006)

Embedded methods Lal, T.N.; Chapelle, O.; Weston, J.; Elisseeff, A. , Studies in Fuzziness and Soft Computing ; 207, p.137-165, (2006)

2005

An Analysis of the Anti-Learning Phenomenon for the Class Symmetric Polyhedron Kowalczyk, A.; Chapelle, O. , Algorithmic Learning Theory: 16th International Conference, 10, p.78-92, (2005)

Active Learning for Parzen Window Classifier Chapelle, O. , Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, p.49-56, (2005)

A Machine Learning Approach to Conjoint Analysis Chapelle, O.; Harchaoui, Z. , Advances in Neural Information Processing Systems 17, Cambridge, MA, USA, p.257-264, (2005)

Implicit Surface Modelling as an Eigenvalue Problem Walder, C.; Chapelle, O.; Sch, , Proceedings of the 22nd International Conference on Machine Learning, p.937 - 944, (2005)

Semi-Supervised Classification by Low Density Separation Chapelle, O.; Zien, A. , Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, p.57-64, (2005)

2004

Measure Based Regularization Bousquet, O.; Chapelle, O.; Hein, M. , Advances in Neural Information Processing Systems 16, December, (2004)

Object categorization with SVM: kernels for local features Eichhorn, J.; Chapelle, O. , Number 137, (2004)

2003

Cluster Kernels for Semi-Supervised Learning. Chapelle, O.; Weston, J.; Sch, , Advances in Neural Information Processing Systems 15, p.585-592, (2003)

Kernel Dependency Estimation. Weston, J.; Chapelle, O.; Elisseeff, A.; Sch, , Advances in Neural Information Processing Systems 15, p.873-880, (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)