Group-Wise Herding Behavior in Financial Markets: An Agent-Based Modeling Approach

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In this paper, we shed light on the dynamic characteristics of rational group behaviors and the relationship between monetary policy and economic units in the financial market by using an agent-based model (ABM), the Hurst exponent, and the Shannon entropy. First, an agent-based model is used to analyze the characteristics of the group behaviors at different levels of irrationality. Second, the Hurst exponent is applied to analyze the characteristics of the trend-following irrationality group. Third, the Shannon entropy is used to analyze the randomness and unpredictability of group behavior. We show that in a system that focuses on macro-monetary policy, steep fluctuations occur, meaning that the medium-level irrationality group has the highest Hurst exponent and Shannon entropy among all of the groups. However, in a system that focuses on micro-monetary policy, all group behaviors follow a stable trend, and the medium irrationality group thus remains stable, too. Likewise, in a system that focuses on both micro- and macro-monetary policies, all groups tend to be stable. Consequently, we find that group behavior varies across economic units at each irrationality level for micro- and macro-monetary policy in the financial market. Together, these findings offer key insights into monetary policy.
Publisher
PUBLIC LIBRARY SCIENCE
Issue Date
2014-04
Language
English
Article Type
Article
Keywords

ASSET PRICES; DYNAMICS

Citation

PLOS ONE, v.9, no.4

ISSN
1932-6203
DOI
10.1371/journal.pone.0093661
URI
http://hdl.handle.net/10203/189064
Appears in Collection
MT-Journal Papers(저널논문)
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