Convex learning of multiple tasks and their structure

Reducing the amount of human supervision is a key problem in machine learning and a natural approach is that of exploiting the relations (structure) among different tasks. This is the idea at the core of multi-task learning. In this context a fundamental question is how to incorporate the tasks stru...

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Bibliographic Details
Main Authors: Ciliberto, Carlo, Mroueh, Youssef, Poggio, Tomaso A, Rosasco, Lorenzo
Other Authors: Center for Brains, Minds, and Machines
Format: Article
Published: MIT Press 2017
Online Access:http://hdl.handle.net/1721.1/112313
https://orcid.org/0000-0003-0249-5273
https://orcid.org/0000-0001-8798-1267
https://orcid.org/0000-0002-3944-0455
https://orcid.org/0000-0001-6376-4786