IEEE - Institute of Electrical and Electronics Engineers, Inc. - Algorithm-Dependent Generalization Bounds for Multi-Task Learning

Author(s): Tongliang Liu ; Dacheng Tao ; Mingli Song ; Stephen J. Maybank
Sponsor(s): IEEE Computer Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 February 2017
Volume: 39
Page(s): 227 - 241
ISSN (CD): 2160-9292
ISSN (Paper): 0162-8828
DOI: 10.1109/TPAMI.2016.2544314
Regular:

Often, tasks are collected for multi-task learning (MTL) because they share similar feature structures. Based on this observation, in this paper, we present novel algorithm-dependent... View More

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