%0 Conference Paper %1 Godbole04discriminativemethods %A Godbole, Shantanu %A Sarawagi, Sunita %B In Proceedings of the 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining %D 2004 %I Springer %K ml multi-label use_y %P 22--30 %T Discriminative Methods for Multi-Labeled Classification %U http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1.3819 %X In this paper we present methods of enhancing existing discriminative classifiers for multi-labeled predictions. Discriminative methods like support vector machines perform very well for uni-labeled text classification tasks. Multi-labeled classification is a harder task subject to relatively less attention. In the multi-labeled setting, classes are often related to each other or part of a is-a hierarchy. We present a new technique for combining text features and features indicating relationships between classes, which can be used with any discriminative algorithm.

@inproceedings{Godbole04discriminativemethods, abstract = {In this paper we present methods of enhancing existing discriminative classifiers for multi-labeled predictions. Discriminative methods like support vector machines perform very well for uni-labeled text classification tasks. Multi-labeled classification is a harder task subject to relatively less attention. In the multi-labeled setting, classes are often related to each other or part of a is-a hierarchy. We present a new technique for combining text features and features indicating relationships between classes, which can be used with any discriminative algorithm.}, added-at = {2011-03-30T16:27:58.000+0200}, author = {Godbole, Shantanu and Sarawagi, Sunita}, biburl = {https://www.bibsonomy.org/bibtex/2f1296d042f24f2f01e8c075a7b97ccbf/jrquevedogmail}, booktitle = {In Proceedings of the 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining}, description = {CiteSeerX — Discriminative Methods for Multi-Labeled Classification}, interhash = {7624432f6d327450b3f2e2e65c85e8c1}, intrahash = {f1296d042f24f2f01e8c075a7b97ccbf}, keywords = {ml multi-label use_y}, pages = {22--30}, publisher = {Springer}, timestamp = {2011-04-06T10:04:31.000+0200}, title = {Discriminative Methods for Multi-Labeled Classification}, url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1.3819}, year = 2004 }