IEEE - Institute of Electrical and Electronics Engineers, Inc. - Optimizing Evaluation Metrics for Multitask Learning via the Alternating Direction Method of Multipliers

Author(s): Ge-Yang Ke ; Yan Pan ; Jian Yin ; Chang-Qin Huang
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Volume: PP
Page(s): 1 - 14
ISSN (Paper): 2168-2267
ISSN (Online): 2168-2275
DOI: 10.1109/TCYB.2017.2670608
Regular:

Multitask learning (MTL) aims to improve the generalization performance of multiple tasks by exploiting the shared factors among them. Various metrics (e.g., $F$-score, area under the ROC curve)... View More

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