An Adaptive Moment estimation method for online AUC maximization.

Area Under the ROC Curve (AUC) is a widely used metric for measuring classification performance. It has important theoretical and academic values to develop AUC maximization algorithms. Traditional methods often apply batch learning algorithm to maximize AUC which is inefficient and unscalable for l...

Full description

Bibliographic Details
Main Authors: Xin Liu, Zhisong Pan, Haimin Yang, Xingyu Zhou, Wei Bai, Xianghua Niu
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0215426