Predicting structured outputs, 2007. ,
The Huller: A Simple and Efficient Online SVM, Machine Learning: ECML 2005, pp.505-512, 2005. ,
DOI : 10.1007/11564096_48
URL : https://hal.archives-ouvertes.fr/hal-00752501
Fast kernel classifiers with online and active learning, Journal of Machine Learning Research, vol.6, pp.1579-1619, 2005. ,
URL : https://hal.archives-ouvertes.fr/hal-00752361
Discriminative training methods for hidden Markov models, Proceedings of the ACL-02 conference on Empirical methods in natural language processing , EMNLP '02, pp.1-8, 2002. ,
DOI : 10.3115/1118693.1118694
On the algorithmic implementation of multiclass kernel-based vector machines, Journal of Machine Learning Research, vol.2, pp.265-292, 2001. ,
Ultraconservative Online Algorithms for Multiclass Problems, Journal of Machine Learning Research, vol.3, pp.951-991, 2003. ,
DOI : 10.1007/3-540-44581-1_7
The XML document mining challenge Advances in XML Information Retrieval and Evaluation, 5th International Workshop of the Initiative for the Evaluation of XML Retrieval, INEX, Schloß Dagsthul, 2006. ,
Large margin classification using the perceptron algorithm, Proceedings of the eleventh annual conference on Computational learning theory , COLT' 98, 1998. ,
DOI : 10.1145/279943.279985
From margin to sparsity, Advances in neural information processing systems, pp.210-216, 2000. ,
A quadratic programming procedure, Naval Research Logistics Quarterly, vol.49, issue.1, pp.79-85, 1957. ,
DOI : 10.1002/nav.3800040113
A comparison of methods for multi-class support vector machines, IEEE Transactions on Neural Networks, vol.13, pp.415-425, 2002. ,
A tutorial on energy-based learning, pp.192-241, 2007. ,
Fast training of support vector machines using sequential minimal optimization, Advances in Kernel Methods ? Support Vector Learning, pp.185-208, 1999. ,
In defense of one-vsall classification, Journal of Machine Learning Research, vol.5, pp.101-141, 2004. ,
Learning with kernels, 2002. ,
Learning structured prediction models, Proceedings of the 22nd international conference on Machine learning , ICML '05, 2004. ,
DOI : 10.1145/1102351.1102464
Learning structured prediction models, Proceedings of the 22nd international conference on Machine learning , ICML '05, pp.896-903, 2005. ,
DOI : 10.1145/1102351.1102464
Large margin methods for structured and interdependent output variables, Journal of Machine Learning Research, vol.6, pp.1453-1484, 2005. ,
Multi-class support vector machines, 1998. ,