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Regularization Predicts While Discovering Taxonomy

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Regularization Predicts While Discovering Taxonomy

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Author: Mroueh, Youssef; Poggio, Tomaso; Rosasco, Lorenzo
Other Contributors: Center for Biological and Computational Learning (CBCL)
Advisor: Tomaso Poggio
Date Issued: 2011-06-03
Abstract:
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.
URI: http://hdl.handle.net/1721.1/63175
Series/Report no.: MIT-CSAIL-TR-2011-029, CBCL-299
Keywords: computational learning, classification

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