TY - JOUR
T1 - Extended Black and Scholes model under bankruptcy risk
AU - Hsu, Yu Sheng
AU - Wu, Cheng Hsun
N1 - Publisher Copyright:
© 2019 Elsevier Inc.
PY - 2020/2/15
Y1 - 2020/2/15
N2 - In the Black-Scholes system, the underlying asset price model follows a geometric Brownian motion with constant volatility and no occurrence of bankruptcy. These two characteristics contradict real financial observations. In order to agree with the nonconstant feature of the volatility and take bankruptcy risk into consideration, we modify the Black and Scholes model and propose a new model based on the efficient market hypothesis. First, we present some probability properties of the bankruptcy risk by our model and demonstrate the statistical inference for the unknown parameters. We also study the European option pricing problem and propose its statistical computation method. In addition, via a real data analysis, we show that our model captures the trend of the stock prices much better than geometric Brownian motion and clarify that the bankruptcy is a crucial factor to be considered in the Black-Scholes system.
AB - In the Black-Scholes system, the underlying asset price model follows a geometric Brownian motion with constant volatility and no occurrence of bankruptcy. These two characteristics contradict real financial observations. In order to agree with the nonconstant feature of the volatility and take bankruptcy risk into consideration, we modify the Black and Scholes model and propose a new model based on the efficient market hypothesis. First, we present some probability properties of the bankruptcy risk by our model and demonstrate the statistical inference for the unknown parameters. We also study the European option pricing problem and propose its statistical computation method. In addition, via a real data analysis, we show that our model captures the trend of the stock prices much better than geometric Brownian motion and clarify that the bankruptcy is a crucial factor to be considered in the Black-Scholes system.
KW - Black and Scholes model
KW - Geometric Brownian motion
KW - Monte Carlo simulation
KW - Option pricing
KW - Quadratic variation-based estimators
UR - http://www.scopus.com/inward/record.url?scp=85072991344&partnerID=8YFLogxK
U2 - 10.1016/j.jmaa.2019.123564
DO - 10.1016/j.jmaa.2019.123564
M3 - 期刊論文
AN - SCOPUS:85072991344
SN - 0022-247X
VL - 482
JO - Journal of Mathematical Analysis and Applications
JF - Journal of Mathematical Analysis and Applications
IS - 2
M1 - 123564
ER -