Regularization Predicts While Discovering Taxonomy
In this work we discuss a regularization framework to solve multi-category when the classes are described by an underlying class taxonomy. In particular we discuss how to learn the class taxonomy while learning a multi-category classifier.
| Main Authors: | , , |
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| Other Authors: | |
| Language: | en-US |
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2011
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| Online Access: | http://hdl.handle.net/1721.1/63175 |
| _version_ | 1826210085056020480 |
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| author | Mroueh, Youssef Poggio, Tomaso Rosasco, Lorenzo |
| author2 | Tomaso Poggio |
| author_facet | Tomaso Poggio Mroueh, Youssef Poggio, Tomaso Rosasco, Lorenzo |
| author_sort | Mroueh, Youssef |
| collection | MIT |
| description | In this work we discuss a regularization framework to solve multi-category when the classes are described by an underlying class taxonomy. In particular we discuss how to learn the class taxonomy while learning a multi-category classifier. |
| first_indexed | 2024-09-23T14:42:19Z |
| id | mit-1721.1/63175 |
| institution | Massachusetts Institute of Technology |
| language | en-US |
| last_indexed | 2024-09-23T14:42:19Z |
| publishDate | 2011 |
| record_format | dspace |
| spelling | mit-1721.1/631752019-04-11T09:48:06Z Regularization Predicts While Discovering Taxonomy Mroueh, Youssef Poggio, Tomaso Rosasco, Lorenzo Tomaso Poggio Center for Biological and Computational Learning (CBCL) computational learning classification In this work we discuss a regularization framework to solve multi-category when the classes are described by an underlying class taxonomy. In particular we discuss how to learn the class taxonomy while learning a multi-category classifier. This research was sponsored by grants from DARPA (IPTO and DSO), National Science Foundation (NSF-0640097, NSF-0827427), AFSOR-THRL (FA8650-05-C-7262) Additional support was provided by: Adobe, Honda Research Institute USA, King Abdullah University Science and Technology grant to B. DeVore, NEC, Sony and especially by the Eugene McDermott Foundation 2011-06-03T15:15:06Z 2011-06-03T15:15:06Z 2011-06-03 http://hdl.handle.net/1721.1/63175 en-US MIT-CSAIL-TR-2011-029 CBCL-299 5 p. application/pdf |
| spellingShingle | computational learning classification Mroueh, Youssef Poggio, Tomaso Rosasco, Lorenzo Regularization Predicts While Discovering Taxonomy |
| title | Regularization Predicts While Discovering Taxonomy |
| title_full | Regularization Predicts While Discovering Taxonomy |
| title_fullStr | Regularization Predicts While Discovering Taxonomy |
| title_full_unstemmed | Regularization Predicts While Discovering Taxonomy |
| title_short | Regularization Predicts While Discovering Taxonomy |
| title_sort | regularization predicts while discovering taxonomy |
| topic | computational learning classification |
| url | http://hdl.handle.net/1721.1/63175 |
| work_keys_str_mv | AT mrouehyoussef regularizationpredictswhilediscoveringtaxonomy AT poggiotomaso regularizationpredictswhilediscoveringtaxonomy AT rosascolorenzo regularizationpredictswhilediscoveringtaxonomy |