On Performance Gauge of Average Multi-Cue Multi-Choice Decision Making: A Converse Lyapunov Approach

doi:10.1109/JAS.2020.1003471

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	On Performance Gauge of Average Multi-Cue Multi-Choice Decision Making: A Converse Lyapunov Approach
	Mehdi Firouznia; Qing Hui
刊名	IEEE/CAA Journal of Automatica Sinica
	2021
卷号	8 期号:1 页码:136-147
关键词	Cognitive modeling decision making Lyapunov function multi-cue multi-choice tasks performance gauge
ISSN号	2329-9266
DOI	10.1109/JAS.2020.1003471
英文摘要	Motivated by the converse Lyapunov technique for investigating converse results of semistable switched systems in control theory, this paper utilizes a constructive induction method to identify a cost function for performance gauge of an average, multi-cue multi-choice (MCMC), cognitive decision making model over a switching time interval. It shows that such a constructive cost function can be evaluated through an abstract energy called Lyapunov function at initial conditions. Hence, the performance gauge problem for the average MCMC model becomes the issue of finding such a Lyapunov function, leading to a possible way for designing corresponding computational algorithms via iterative methods such as adaptive dynamic programming. In order to reach this goal, a series of technical results are presented for the construction of such a Lyapunov function and its mathematical properties are discussed in details. Finally, a major result of guaranteeing the existence of such a Lyapunov function is rigorously proved.
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/43902]
专题	自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Mehdi Firouznia,Qing Hui. On Performance Gauge of Average Multi-Cue Multi-Choice Decision Making: A Converse Lyapunov Approach[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(1):136-147.
APA	Mehdi Firouznia,&Qing Hui.(2021).On Performance Gauge of Average Multi-Cue Multi-Choice Decision Making: A Converse Lyapunov Approach.IEEE/CAA Journal of Automatica Sinica,8(1),136-147.
MLA	Mehdi Firouznia,et al."On Performance Gauge of Average Multi-Cue Multi-Choice Decision Making: A Converse Lyapunov Approach".IEEE/CAA Journal of Automatica Sinica 8.1(2021):136-147.