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Title

Multiasset financial bubbles in an agent-based model with noise traders' herding described by an n -vector ising model

Author
Publication Years
2023-01
DOI
Source Title
ISSN
2643-1564
Volume5
Abstract
We present an agent-based model (ABM) of a financial market with n>1 risky assets, whose price dynamics result from the interaction between rational fundamentalists and trend-following imitative noise traders. The interactions and opinion formation of the noise traders are described by an extended O(n) vector model, which generalizes the Ising model used previously in ABMs with a single risky asset. Efficient rejection-free transition probabilities are derived to describe realistic investment decisions at the microlevel of individual noise traders. The ABM is validated by testing for several characteristics of financial markets such as volatility clustering and fat tails of the distribution of returns. Furthermore, the model is able to account for the development of endogenous bubbles and crashes. We distinguish three different regimes depending on the traders' propensity to imitate others. In the subcritical regime of the O(n) vector model, the traders' opinions are idiosyncratic and no bubbles emerge. Around the critical value of the O(n) vector model, cross-sectionally asynchronous bubbles emerge. Above the critical value, small random price fluctuations may be amplified by noise traders herding into a given asset, which then impels fundamentalists to reequilibrate their more valuable portfolios that have become unbalanced, thus pushing the prices of the other assets upward. The resulting transient increase of the momenta of these assets triggers a reorientation of the noise traders' portfolios that further amplifies the burgeoning bubbles. We have thus identified a mechanism by which the cautious risk-adverse contrarian rebalancing strategy of fundamentalists leads to systemic risks in the form of cascades of bubbles spreading the whole financial market.
© 2023 authors. Published by the American Physical Society. Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International license. Further distribution of this work must maintain attribution to the author(s) and the published article's title, journal citation, and DOI.
Indexed By
Language
English
SUSTech Authorship
Others
Publisher
EI Accession Number
20230513457288
EI Keywords
Autonomous agents ; Commerce ; Computational methods ; Electronic trading ; Investments ; Ising model ; Vectors
ESI Classification Code
Computer Applications:723.5 ; Algebra:921.1 ; Statistical Methods:922
Data Source
EV Compendex
Citation statistics
Cited Times [WOS]:0
Document TypeJournal Article
Identifierhttp://kc.sustech.edu.cn/handle/2SGJ60CL/519634
DepartmentAcademy for Advanced Interdisciplinary Studies
Affiliation
1.Politecnico di Torino, Department of Applied Science and Technology, Corso Duca Degli Abruzzi 24, Turin; 10129, Italy
2.ETH Zürich, Department of Management, Technology and Economics, Scheuchzerstrasse 7, Zurich; CH-8092, Switzerland
3.Institute of Risk Analysis, Prediction and Management, Academy for Advanced Interdisciplinary Studies, Southern University of Science and Technology (SUSTech), Shenzhen; 518055, China
Recommended Citation
GB/T 7714
Cividino, Davide,Westphal, Rebecca,Sornette, Didier. Multiasset financial bubbles in an agent-based model with noise traders' herding described by an n -vector ising model[J]. Physical Review Research,2023,5.
APA
Cividino, Davide,Westphal, Rebecca,&Sornette, Didier.(2023).Multiasset financial bubbles in an agent-based model with noise traders' herding described by an n -vector ising model.Physical Review Research,5.
MLA
Cividino, Davide,et al."Multiasset financial bubbles in an agent-based model with noise traders' herding described by an n -vector ising model".Physical Review Research 5(2023).
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