On Convergence Properties of Implicit Self-paced Objective

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 空间自动化技术研究室

	On Convergence Properties of Implicit Self-paced Objective
	Ma, Zilu ; Han Z(韩志); Lo, SioLong ; Zhang, Yong ; Meng DY(孟德宇); Liu, Shiqi ; He X(何旭); Zhang W(张伟)
刊名	Information Sciences
	2018
卷号	462 页码:132-140
关键词	Self-paced learning Machine learning Non-convex optimization Convergence
ISSN号	0020-0255
通讯作者	Meng DY(孟德宇)
产权排序	2
中文摘要	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.
收录类别	EI
语种	英语
WOS记录号	WOS:000443666300008
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/22083]
专题	沈阳自动化研究所_空间自动化技术研究室
通讯作者	Zhang W(张伟)
作者单位	1.Faculty of Information Technology, Macau University of Science and Technology, China 2.School of Mathematics and Statistics and Ministry of Education Key Lab of Intelligent Networks and Network Security, Xian Jiaotong University, China 3.State key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, China 4.First Affiliated Hospital of Xi'an Jiaotong University, Xian Jiaotong University, China
推荐引用方式 GB/T 7714	Ma, Zilu,Han Z,Lo, SioLong,et al. On Convergence Properties of Implicit Self-paced Objective[J]. Information Sciences,2018,462:132-140.
APA	Ma, Zilu.,Han Z.,Lo, SioLong.,Zhang, Yong.,Meng DY.,...&张伟.(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.