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On Convergence Properties of Implicit Self-paced Objective
Ma, Zilu1; Liu, Shiqi1; Meng DY(孟德宇)1,2; Zhang, Yong3; Lo, SioLong4; Han Z(韩志)2
作者部门机器人学研究室
关键词Self-paced Learning Machine Learning Non-convex Optimization Convergence
发表期刊Information Sciences
ISSN0020-0255
2018
卷号462页码:132-140
收录类别SCI ; EI
EI收录号20182505321508
WOS记录号WOS:000443666300008
产权排序2
资助机构National Key R&D Program of China ; China NSFC
摘要

Self-paced learning (SPL) is a new methodology that simulates the learning principle of humans/animals to start learning easier aspects of a learning task, and then gradually take more complex examples into training. This new-coming learning regime has been empirically substantiated to be effective in various computer vision and pattern recognition tasks. Recently, it has been proved that the SPL regime has a close relationship with a implicit self-paced objective function. While this implicit objective could provide helpful interpretations to the effectiveness, especially the robustness, insights under the SPL paradigms, there are still no theoretical results to verify such relationship. To this issue, we provide some convergence results on the implicit objective of SPL. Specifically, we will prove that the learning process of SPL always converges to critical points of this implicit objective under some mild conditions. This result verifies the intrinsic relationship between SPL and this implicit objective, and makes the previous robustness analysis on SPL complete and theoretically rational.

语种英语
WOS类目Computer Science, Information Systems
WOS研究方向Computer Science
资助项目National Key R&D Program of China[SQ2018YFB100000] ; China NSFC[61661166011] ; China NSFC[11690011] ; China NSFC[61603292] ; China NSFC[61721002]
引用统计
文献类型期刊论文
条目标识符http://ir.sia.cn/handle/173321/22104
专题机器人学研究室
通讯作者Meng DY(孟德宇)
作者单位1.School of Mathematics and Statistics and Ministry of Education Key Lab of Intelligent Networks and Network Security, Xian Jiaotong University, China;
2.State key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, China;
3.First Affiliated Hospital of Xi'an Jiaotong University, Xian Jiaotong University, China;
4.Faculty of Information Technology, Macau University of Science and Technology, China
推荐引用方式
GB/T 7714
Ma, Zilu,Liu, Shiqi,Meng DY,et al. On Convergence Properties of Implicit Self-paced Objective[J]. Information Sciences,2018,462:132-140.
APA Ma, Zilu,Liu, Shiqi,Meng DY,Zhang, Yong,Lo, SioLong,&Han Z.(2018).On Convergence Properties of Implicit Self-paced Objective.Information Sciences,462,132-140.
MLA Ma, Zilu,et al."On Convergence Properties of Implicit Self-paced Objective".Information Sciences 462(2018):132-140.
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