Agent-based model generating stylized facts of fixed income markets

被引:0
|
作者
Kopp, Antoine [1 ]
Westphal, Rebecca [2 ]
Sornette, Didier [2 ,3 ,4 ]
机构
[1] Swiss Fed Inst Technol, Dept Mech & Proc Engn, Leonhardstr 1, CH-8092 Zurich, Switzerland
[2] Swiss Fed Inst Technol, Dept Management Technol & Econ, Scheuchzerstr 7, CH-8092 Zurich, Switzerland
[3] Southern Univ Sci & Technol SUSTech, Acad Adv Interdisciplinary Studies, Inst Risk Anal, Shenzhen 518055, Peoples R China
[4] Tokyo Inst Technol, Tokyo Tech World Res Hub Initiat WRHI, Inst Innovat Res, Tokyo, Japan
关键词
Agent-based model; Stylized facts; Transient phenomena; Fixed-income; Yield curve; TERM STRUCTURE; HETEROGENEITY; CRITICALITY; PREMIA;
D O I
10.1007/s11403-022-00355-8
中图分类号
F [经济];
学科分类号
02 ;
摘要
We develop an agent-based model (ABM) of a financial market with multiple assets belonging either to the fixed income or equity asset classes. The aim is to reproduce the main stylized facts of fixed income markets with regards to the emerging dynamics of the yield curves. Our ABM is rooted in the market model of Kaizoji et al. (J Econ Behav Organ 112:289-310, 2015) formulated with two types of traders: the rational and risk-averse fundamentalist investors and the noise traders who invest under the influence of social imitation and price momentum. The investors involved in the present market model diversify their investments between a preferred stock equivalent to a perpetual bond and multiple bonds of selected maturities. Among those, a zero-coupon bond provides a constant rate of return, while the prices of the coupon-paying bonds are determined at each time step by the equilibrium between the investors' demands and supplies. As a result, the ABM creates an evolving yield curve determined by the aggregate impact of the traders' investments. In agreement with real markets, it also produces transient turbulent periods in the prices' time series as well as a humped term structure of volatility. We compare the dynamics arising from different processes governing the risk-free rate with those of the historical US Treasury market. Introducing Vasicek's model of interest rates to both synthetic and empirical rates demonstrates the capacity of our ABM in reproducing the main characteristics of the surface of autocorrelation of the volatilities of the yields to maturity of the US Treasury bonds for the selected time-frame.
引用
收藏
页码:947 / 992
页数:46
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