AAAI 2021technical1 citations
Distributed Ranking with Communications: Approximation Analysis and Applications
Hong Chen, Yingjie Wang, Yulong Wang, Feng Zheng
Abstract
Learning theory of distributed algorithms has recently attracted enormous attention in the machine learning community. However, most of existing works focus on learning problem with pointwise loss and does not consider the communication among local processors. In this paper, we propose a new distributed pairwise ranking with communication (called DLSRank-C) based on the Newton-Raphson iteration, and establish its learning rate analysis in probability. Theoretical and empirical assessments demonstrate the effectiveness of DLSRank-C under mild conditions.
BibTeX
@inproceedings{aaai2021_distributedranki,
title = {Distributed Ranking with Communications: Approximation Analysis and Applications},
author = {Hong Chen and Yingjie Wang and Yulong Wang and Feng Zheng},
booktitle = {AAAI 2021},
year = {2021}
}