IEEE - Institute of Electrical and Electronics Engineers, Inc. - Data-Dependent Generalization Bounds for Multi-Class Classification

Author(s): Yunwen Lei ; Urun Dogan ; Ding-Xuan Zhou ; Marius Kloft
Sponsor(s): IEEE Information Theory Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 May 2019
Volume: 65
Page(s): 2,995 - 3,021
ISSN (Electronic): 1557-9654
ISSN (Paper): 0018-9448
DOI: 10.1109/TIT.2019.2893916
Regular:

In this paper, we study data-dependent generalization error bounds that exhibit a mild dependency on the number of classes, making them suitable for multi-class learning with a large number of... View More

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