Introducing a Multi-Asset Stock Market to Test the Power of Investor Networks

被引:6
|
作者
Oldham, Matthew [1 ]
机构
[1] George Mason Univ, 2905 Hibbard St, Oakton, VA 22124 USA
关键词
Agent-Based Model; Artificial Stock Market; Networks; Portfolio Analysis; INFORMATION; EMERGENCE; DYNAMICS; MODELS;
D O I
10.18564/jasss.3497
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
The behavior of financial markets has frustrated, and continues to frustrate, investors and academics. By utilizing a complex systems framework, researchers have discovered new fields of investigations that have provided meaningful insight into the behavior of financial markets. The use of agent-based models (ABMs) and the inclusion of network science have played an important role in increasing the relevance of the complex systems to financial markets. The challenge of how best to combine these new techniques to produce meaningful results that can be accepted by the broader community remains an issue. By implementing an artificial stock market that utilizes an Ising model based agent-based model (ABM), this paper provides insights into the mechanisms that drive the returns in financial markets, including periods of elevated prices and excess volatility. A key finding is that the network topology investors form significantly affects the behavior of the market, with the exception being if investors have a bias to following their neighbors, at which point the topology becomes redundant. The model also investigates the impact of introducing multiple risky assets, something that has been absent in previous attempts. By successfully addressing these issues this paper helps to refine and shape a variety of further research tasks for the use of ABMs in uncovering the dynamics of financial markets.
引用
收藏
页数:22
相关论文
共 50 条
  • [21] Research on the Effects of Liquidation Strategies in the Multi-asset Artificial Market
    Qixuan Luo
    Shijia Song
    Handong Li
    Computational Economics, 2023, 62 : 1721 - 1750
  • [22] Portfolio selection in a multi-asset, incomplete-market economy
    Lian, Yu-Min
    Chen, Jun-Home
    QUARTERLY REVIEW OF ECONOMICS AND FINANCE, 2019, 71 : 228 - 238
  • [23] "The Global Multi-Asset Market Portfolio, 1959 2012": Author Response
    Doeswijk, Ronald
    Lam, Trevin
    Swinkels, Laurens
    FINANCIAL ANALYSTS JOURNAL, 2014, 70 (04) : 9 - 12
  • [24] Emerging Market Investing: A Multi-Asset, Granular, and Dynamic Portfolio Approach
    Davis, Josh
    Qiu, Grace
    Ramirez, German
    Guo, Helen
    Li, Ding
    Yap, Zhihui
    JOURNAL OF PORTFOLIO MANAGEMENT, 2022, 48 (08): : 25 - 43
  • [25] Multi-Asset Market Making via Multi-Task Deep Reinforcement Learning
    Haider, Abbas
    Hawe, Glenn, I
    Wang, Hui
    Scotney, Bryan
    MACHINE LEARNING, OPTIMIZATION, AND DATA SCIENCE (LOD 2021), PT II, 2022, 13164 : 353 - 364
  • [26] Chasing noise in the stock market: an inquiry into the dynamics of investor sentiment and asset pricing
    Sakariyahu, Rilwan
    Paterson, Audrey
    Chatzivgeri, Eleni
    Lawal, Rodiat
    REVIEW OF QUANTITATIVE FINANCE AND ACCOUNTING, 2024, 62 (01) : 135 - 169
  • [27] Chasing noise in the stock market: an inquiry into the dynamics of investor sentiment and asset pricing
    Rilwan Sakariyahu
    Audrey Paterson
    Eleni Chatzivgeri
    Rodiat Lawal
    Review of Quantitative Finance and Accounting, 2024, 62 : 135 - 169
  • [28] IMPACT OF FIXED ASSET REVALUATION PRACTICE ON INVESTOR PERCEPTION IN BANGLADESH STOCK MARKET
    Rahman, Tahidur
    Hossain, Syed Zabid
    INTERNATIONAL JOURNAL OF ECONOMICS MANAGEMENT AND ACCOUNTING, 2022, 30 (01): : 75 - 99
  • [29] Performance and investment styles of international multi-asset funds during market crises
    Leite, Paulo
    EMPIRICA, 2024, 51 (03) : 783 - 805
  • [30] Risk preference, forecasting accuracy and survival dynamics: Simulations based on a multi-asset agent-based artificial stock market
    Chen, Shu-Heng
    Huang, Ya-Chi
    JOURNAL OF ECONOMIC BEHAVIOR & ORGANIZATION, 2008, 67 (3-4) : 702 - 717