Application of the Cellular Automata Model Based on the Stock Market

被引:0
|
作者
Wang Haiqi [1 ]
Wang Wenxv
Pang He [1 ]
机构
[1] Univ Finance & Econ, Dept Finance, Shanghai, Peoples R China
关键词
CA model; stock market; complex system; directional accuracy asset;
D O I
10.1115/1.859612.paper13
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In current literature academics and practitioners test different models such as autoregressive and multivariate structures, neuronal-networks, genetic, algorithms, and technical analysis to forecast stock returns,This quest gears our motivation to undertake the evaluation of testing a fuzzy approach known as Cellular Automata (CA) looking to explore an alternative model to solve the complex problem of forecasting stock returns. Hence we employ the cellular automata method (CA) to forecast stock returns given the capacity problems believing that Forecasting future price fluctuations truly represent a high level of complexity. I present a new cellular automation (CA) model for simulating the complex system of stock markets. And use it to solve complex problem of forecasting stock returns. We empirically assess the method of CA studding six stocks BIOM, CVM, FMTI, HSKA, IG and PRCS traded in the Biotechnological sector of the USA equity market and find in favor of the CA approach achieving forecasting capacity ranging between 61.7% for the case of FMTI and 68.1% for both, CVM and IG.Overall we outperform the Buy-and-hold strategy and interestingly for the case of the stocks FMTI, HSKA and PRCS we get less standard deviation.
引用
收藏
页码:57 / 60
页数:4
相关论文
共 50 条
  • [41] Cellular Automata Model for Proteomics and Its Application in Cancer Immunotherapy
    Ghosh, Soumyabrata
    Chaudhuri, Parimal Pal
    [J]. CELLULAR AUTOMATA (ACRI 2018), 2018, 11115 : 3 - 15
  • [42] THE APPLICATION OF THE MODEL OF CELLULAR AUTOMATA (CA) ON THE ISLAND OF SKIATHOS, GREECE
    Samara, Fani
    Sakellariou, Stavros
    Tampekis, Stergios
    Triantakonstantis, Dimitrios
    Christopoulou, Olga
    [J]. FRESENIUS ENVIRONMENTAL BULLETIN, 2017, 26 (09): : 5551 - 5555
  • [43] Fluctuation in option pricing using Cellular Automata based market models
    Gao, YY
    Beni, G
    [J]. Noise and Fluctuations in Econophysics and Finance, 2005, 5848 : 241 - 251
  • [44] Application of cellular automata for cryptography
    Bouvry, P
    Seredynski, F
    Zomaya, AY
    [J]. PARALLEL PROCESSING AND APPLIED MATHEMATICS, 2004, 3019 : 447 - 454
  • [45] A Model of Stock-Market-Based Rulemaking
    Lee, Yoon-Ho Alex
    [J]. AMERICAN LAW AND ECONOMICS REVIEW, 2021, 23 (01) : 1 - 55
  • [46] Equation-based model for the stock market
    Xavier, Paloma O. C.
    Atman, A. P. F.
    Bosco de Magalhaes, A. R.
    [J]. PHYSICAL REVIEW E, 2017, 96 (03)
  • [47] Model and Simulation of Stock Market Based on Agent
    Shao Yanhua
    Li Jianshi
    Wang Jinghong
    Chen Tianjian
    Tian Feng
    Wang Jinrong
    [J]. 2008 INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, VOLS 1-4, 2008, : 248 - +
  • [48] User interest prediction model based on the Cellular Automata
    Wang, Yecheng
    Tang, Xu-Qing
    [J]. 2018 17TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS FOR BUSINESS ENGINEERING AND SCIENCE (DCABES), 2018, : 192 - 195
  • [49] Cellular Automata Based Model of Urban Spatial Growth
    Maithani, Sandeep
    [J]. JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2010, 38 (04) : 604 - 610
  • [50] Simulation of AIDS Spread Model Based on Cellular Automata
    Gang, Jiatai
    Liu, Sisi
    Lu, Jian
    Zhao, Zhiwei
    Tan, Xinxin
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL FORUM ON BIOINFORMATICS AND MEDICAL ENGINEERING, 2015, 25 : 1 - 7