南方科技大学知识苑(SUSTech KC): Distributed Ranking with Communications: Approximation Analysis and Applications

题名	Distributed Ranking with Communications: Approximation Analysis and Applications
作者	Chen, Hong 1; Wang, Yingjie 2; Wang, Yulong 2; Zheng, Feng3
通讯作者	Wang, Yulong; Zheng, Feng
发表日期	2021
会议名称	35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence
ISSN	2159-5399
EISSN	2374-3468
会议录名称	THIRTY-FIFTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THIRTY-THIRD CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE AND THE ELEVENTH SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE
卷号	35
会议日期	FEB 02-09, 2021
会议地点	null,null,ELECTR NETWORK
出版地	2275 E BAYSHORE RD, STE 160, PALO ALTO, CA 94303 USA
出版者	ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE
摘要	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.
学校署名	通讯
语种	英语
相关链接	[来源记录]
收录类别	CPCI-S
资助项目	National Natural Science Foundation of China[11671161,12071166,62076041,61702057,61806027,61972188]
WOS研究方向	Computer Science ; Education & Educational Research
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Interdisciplinary Applications ; Education, Scientific Disciplines
WOS记录号	WOS:000680423507017
来源库	Web of Science
引用统计	被引频次[WOS]：0
成果类型	会议论文
条目标识符	http://sustech.caswiz.com/handle/2SGJ60CL/245234
专题	工学院_计算机科学与工程系
作者单位	1.Huazhong Agr Univ, Coll Sci, Wuhan, Hubei, Peoples R China 2.Huazhong Agr Univ, Coll Informat, Wuhan, Hubei, Peoples R China 3.Southern Univ Sci & Technol, Dept Comp Sci & Engn, Shenzhen, Guangdong, Peoples R China
通讯作者单位	计算机科学与工程系
推荐引用方式 GB/T 7714	Chen, Hong,Wang, Yingjie,Wang, Yulong,et al. Distributed Ranking with Communications: Approximation Analysis and Applications[C]. 2275 E BAYSHORE RD, STE 160, PALO ALTO, CA 94303 USA:ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE,2021.