| 题名 | Distributed Ranking with Communications: Approximation Analysis and Applications |
| 作者 | |
| 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
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| ISSN | 2159-5399
|
| EISSN | 2374-3468
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| 会议录名称 | |
| 卷号 | 35
|
| 会议日期 | FEB 02-09, 2021
|
| 会议地点 | null,null,ELECTR NETWORK
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| 出版地 | 2275 E BAYSHORE RD, STE 160, PALO ALTO, CA 94303 USA
|
| 出版者 | |
| 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 | |
| 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
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| WOS类目 | Computer Science, Artificial Intelligence
; Computer Science, Interdisciplinary Applications
; Education, Scientific Disciplines
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| WOS记录号 | WOS:000680423507017
|
| 来源库 | Web of Science
|
| 引用统计 |
被引频次[WOS]：0
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| 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.
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| 条目包含的文件 | 条目无相关文件。 | |||||
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