Cressie-Read divergence;
information theoretic methods;
complexity;
nonparametric econometrics;
permutation entropy;
nonlinear time series;
symbolic logic;
ORDER PATTERNS;
DETERMINISM;
COMPLEXITY;
CHAOS;
D O I:
10.3390/econometrics7010010
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
The focus of this paper is an information theoretic-symbolic logic approach to extract information from complex economic systems and unlock its dynamic content. Permutation Entropy (PE) is used to capture the permutation patterns-ordinal relations among the individual values of a given time series; to obtain a probability distribution of the accessible patterns; and to quantify the degree of complexity of an economic behavior system. Ordinal patterns are used to describe the intrinsic patterns, which are hidden in the dynamics of the economic system. Empirical applications involving the Dow Jones Industrial Average are presented to indicate the information recovery value and the applicability of the PE method. The results demonstrate the ability of the PE method to detect the extent of complexity (irregularity) and to discriminate and classify admissible and forbidden states.
机构:
Beijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
Yin, Yi
Wang, Xi
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机构:
Beijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
Wang, Xi
Li, Qiang
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机构:
Beijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
Li, Qiang
Shang, Pengjian
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机构:
Beijing Jiaotong Univ, Sch Sci, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
Shang, Pengjian
Gao, He
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机构:
PLA Air Force Med Ctr, Dept Sleep Med, Beijing 100142, Peoples R ChinaBeijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
Gao, He
Ma, Yan
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机构:
Harvard Med Sch, Beth Israel Deaconess Med Ctr, Dept Med, Div Interdisciplinary Med & Biotechnol, Boston, MA 02215 USABeijing Jiaotong Univ, Sch Mech Elect & Control Engn, Beijing 100044, Peoples R China
机构:
Chengdu Univ, Business Sch, Chengdu 610106, Peoples R ChinaChengdu Univ, Business Sch, Chengdu 610106, Peoples R China
Jiang, Qi-Jie
Xu, Xin-Ying
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机构:
Erasmus Univ, Econ Sch, NL-3000 DR Rotterdam, NetherlandsChengdu Univ, Business Sch, Chengdu 610106, Peoples R China
Xu, Xin-Ying
Aljuhani, Hosam Lafi
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机构:
King Abdulaziz Univ, Fac Comp & Informat Technol, Dept Comp Informat Syst, Jeddah, Saudi ArabiaChengdu Univ, Business Sch, Chengdu 610106, Peoples R China
Aljuhani, Hosam Lafi
Ke, Ge
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机构:
Chongqing Univ Sci & Technol, Sch Business Adm, Chongqing 401331, Peoples R ChinaChengdu Univ, Business Sch, Chengdu 610106, Peoples R China