]> BibSonomy publications for /author/Joachims/transductive-inference http://www.bibsonomy.org/burst/author/Joachims/transductive-inference BibSonomy BuRST Feed for /author/Joachims/transductive-inference 2008-10-08T11:11:59+02:00 Transductive Inference for Text Classification using Support Vector Machines http://www.bibsonomy.org/bibtex/27cf3e7981cac898c1745418db83e0fd6/kzhou kzhou 2007-04-28T16:01:00+02:00 svm text-classification theory transduction transductive transductive-inference transductive-learning tsvm
Transductive Inference for Text Classification using Support Vector Machines
Thorsten Joachims Proceedings of ICML-99, 16th International Conference on Machine Learning 200--209 (1999)
to svm text-classification theory transduction transductive transductive-inference transductive-learning tsvm by kzhou on 2007-04-28 16:01:00 ]]> Bled, SLProceedings of ICML-99, 16th International Conference on Machine Learning200--209Transductive Inference for Text Classification using Support Vector Machines1999svm text-classification theory transduction transductive transductive-inference transductive-learning tsvm 2007-04-28 16:01:00.0This paper introduces Transductive Support Vector Machines (TSVMs) for text classification. While regular Support Vector Machines (SVMs) try to induce a general decision function for a learning task, Transductive Support Vector Machines take into account a particular test set and try to minimize misclassifications of just those particular examples. The paper presents an analysis of why TSVMs are well suited for text classification. These theoretical findings are supported by experiments on...