Option Pricing Based on GA-BP neural network

被引:11
|
作者
Qian, Long [1 ]
Zhao, Jianbin [2 ]
Ma, Yue [2 ]
机构
[1] Zhengzhou Univ, Int Coll, Zhengzhou 450052, Peoples R China
[2] Zhengzhou Univ, Henan Acad Big Data, Zhengzhou Key Lab Big Data Anal & Applicat, Zhengzhou 450052, Peoples R China
关键词
BP Neural Network; Genetic Algorithm; Option Pricing; BSM Model;
D O I
10.1016/j.procs.2022.01.170
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Machine Learning has received widespread attention in the financial field, especially in the issue of option pricing. Compared with the original BSM (Black-Scholes-Merton) option pricing method, this paper introduces the genetic algorithm into the option pricing process based on the characteristics of financial data, and constructs a GA-BP neural network (Neural Networks) option pricing Model and empirical analysis of European call options based on the Shanghai and Shenzhen 300 Index. The research results show that the option price calculation result of the GA-BP neural network algorithm has better accuracy than the BP neural network model or the classic BSM method, while taking into account efficiency, which is helpful to predicting option prices in financial practice to a certain extent. (C) 2021 The Authors. Published by Elsevier B.V.
引用
收藏
页码:1340 / 1354
页数:15
相关论文
共 50 条
  • [1] UAV Fault Detection based on GA-BP neural network
    Chen, Yuepeng
    Zhang, Cong
    Zhang, Qingyong
    Hu, Xia
    [J]. 2017 32ND YOUTH ACADEMIC ANNUAL CONFERENCE OF CHINESE ASSOCIATION OF AUTOMATION (YAC), 2017, : 806 - 811
  • [2] Prediction of Ore Quantity Based on GA-BP Neural Network
    Guo, Li
    Wu, Qiong
    Gu, Qinghua
    [J]. PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON SUSTAINABLE DEVELOPMENT IN THE MINERALS INDUSTRY (SDIMI 2017), 2017, 2 : 78 - 82
  • [3] GA-BP Neural Network Based Tire Noise Prediction
    Che Yong
    Xiao Wangxin
    Chen Lijun
    Huang Zhichu
    [J]. MANUFACTURING SCIENCE AND MATERIALS ENGINEERING, PTS 1 AND 2, 2012, 443-444 : 65 - +
  • [4] Prediction of tool wear based on GA-BP neural network
    Wei, Weihua
    Cong, Rui
    Li, Yuantong
    Abraham, Ayodele Daniel
    Yang, Changyong
    Chen, Zengtao
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2022, 236 (12) : 1564 - 1573
  • [5] Prediction of Residents' Travel Modes Based on GA-BP Neural Network
    Kong, Yaoyao
    Liang, Yanping
    Xu, Jiajun
    [J]. CICTP 2020: ADVANCED TRANSPORTATION TECHNOLOGIES AND DEVELOPMENT-ENHANCING CONNECTIONS, 2020, : 157 - 166
  • [6] Temperature prediction and analysis based on improved GA-BP neural network
    Zhang, Ling
    Sun, Xiaoqi
    Gao, Shan
    [J]. AIMS ENVIRONMENTAL SCIENCE, 2022, 9 (05) : 735 - 753
  • [7] Fuzzy Neural Network Controller Based on Hybrid GA-BP Algorithm
    Chen Yin-ping
    Wu Hongxia
    [J]. COMPUTING, CONTROL AND INDUSTRIAL ENGINEERING IV, 2013, 823 : 335 - 339
  • [8] Adaptive switching median filter based on GA-BP neural network
    Ye, Xiaoling
    Dou, Yanyan
    Liu, Bo
    [J]. MATERIALS PROCESSING AND MANUFACTURING III, PTS 1-4, 2013, 753-755 : 2980 - 2984
  • [9] Integrality detection of pile foundation based on GA-BP neural network
    Rong, L. X.
    [J]. 2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES: ITESS 2008, VOL 3, 2008, : 79 - 83
  • [10] Hybrid Neural Network Based On GA-BP for Personal Credit Scoring
    Wang, Shulin
    Yin, Shuang
    Jiang, Minghui
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 3, PROCEEDINGS, 2008, : 209 - 214