Fractional cumulative residual Kullback-Leibler information based on Tsallis entropy

被引:7
|
作者
Mao, Xuegeng [1 ]
Shang, Pengjian [1 ]
Wang, Jianing [2 ]
Yin, Yi [3 ]
机构
[1] Beijing Jiaotong Univ, Sch Sci, Beijing 100044, Peoples R China
[2] Natl Inst Metrol, Beijing 100029, Peoples R China
[3] Beijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
基金
中国国家自然科学基金;
关键词
Cumulative Kullback-Leibler information; Tsallis entropy; Fractional calculus; Financial time series;
D O I
10.1016/j.chaos.2020.110292
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The cumulative residual Kullback-Leibler information was recently proposed as a suitable generalization of Kullback-Leibler information to the survival function. In this paper, we extend the traditional cumulative residual Kullback-Leibler information to fractional orders by combining it with Tsallis entropy, called fractional CRKL. Some properties of the proposed measure are studied and proved. It can be estimated by generalized Fisher information. In addition, we also define discrete fractional CRKL for calculation. Some distributions are enumerated to verify the validity of the new measure. Finally, it is applied to financial time series to detect the dissimilarities between different stock indices and to identify the significant events in specific periods. (C) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页数:7
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