The valuation of Taiwan stock index option price - comparison of performances between Black-Scholes and neural network model

被引:16
作者
Lin, Chin-Tsai [1 ]
Yeh, Hsin-Yi [2 ]
机构
[1] Yuanpei Univ Sci & Technol, Grad Inst Business & Management, Hsinchu 300, Taiwan
[2] Ming Chung Univ, Grad Sch Management, Taipei 111, Taiwan
关键词
Taiwan index option; neural networks; Black-Scholes model; volatility;
D O I
10.1080/09720510.2005.10701164
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This study forecasts the option prices of Taiwan stock index options using backpropagation neural networks and Black-Scholes pricing model. The research data comprises the daily prices of sample options for the period from 2 January 2002 to 31 December 2003. The empirical evidence reveals that in a volatile market a neural network option pricing model outperforms the traditional Black-Scholes model.
引用
收藏
页码:355 / 367
页数:13
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