Research on Financial Crisis Forewarning Model Based on Rough Set Theory and Bayesian Neural Network

被引:0
|
作者
Xu Xiu-Zhen [1 ]
机构
[1] Henan Polytech Univ, Sch Comp Sci & Technol, Jiaozuo 454003, Peoples R China
关键词
rough set theory; Bayesian regularization neural network; financial crisis forewarning;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Multivariate discriminant analysis for (MDA), Logistic regression analysis and other traditional methods for financial crisis forewarning need to satisfy statistical hypothesis. BP neural network tends to form a local minimum, and has problems of slow convergence and over-training. Then, this paper establishes a practical financial crisis forewarning model based on rough set theory and Bayesian Slovakia neural network. By collecting financial data of listed companies, this paper uses SPSS software to complete data preprocessing, uses excel software to discretize continuous data, uses Rosetta software to reduce property, and then sets up the Bayesian regularization neural network model. Predicted results show that the training speed and error rate are satisfying.
引用
收藏
页码:202 / 206
页数:5
相关论文
共 50 条
  • [1] Research and Application of Neural Network Based on Rough Set Theory
    Bo, Zhang
    [J]. 2018 INTERNATIONAL CONFERENCE ON COMPUTER INFORMATION SCIENCE AND APPLICATION TECHNOLOGY, 2019, 1168
  • [2] Research on Case Retrieval Model Based on Rough Set Theory and BP Neural Network
    Wang, Xiaohui
    [J]. 2009 INTERNATIONAL SYMPOSIUM ON INTELLIGENT UBIQUITOUS COMPUTING AND EDUCATION, 2009, : 117 - 120
  • [3] Research of Credit Risk Assessment System and Model Based on Neural Network and Rough Set Theory
    Li Xiaohuan
    Liu Tieying
    Wen Mianrong
    [J]. ADVANCES IN MANAGEMENT OF TECHNOLOGY, PT 1, 2009, : 79 - +
  • [4] Rough Set Neural Network Based Financial Distress Prediction
    Liu Hengjun
    [J]. 2014 SIXTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA), 2014, : 578 - 581
  • [5] A rough CP neural network model based on rough set
    Dong, Min
    Jiang, HuiYu
    Li, XiangPeng
    [J]. ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 1, PROCEEDINGS, 2007, : 735 - +
  • [6] Rough set theory based neural network architecture
    Chandana, Sandeep
    Mayorga, Rene V.
    [J]. 2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 1116 - +
  • [7] The Research of SME Financial Crisis Warning Model Based on Neural Network
    Zhu, Mao-Ran
    Fang, Wei
    Song, Yuan
    [J]. JOINT 2016 INTERNATIONAL CONFERENCE ON ECONOMICS AND MANAGEMENT ENGINEERING (ICEME 2016) AND INTERNATIONAL CONFERENCE ON ECONOMICS AND BUSINESS MANAGEMENT (EBM 2016), 2016, : 120 - 128
  • [8] Research on Bayesian network structure learning based on Rough Set
    Li, Yu-ling
    Wu, Qi-zong
    [J]. FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 3, PROCEEDINGS, 2007, : 183 - +
  • [9] Research on Evaluation Model of the Urban Economy Based on Rough Set and Neural Network
    Yan, L.
    Zhang, L. P.
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER INFORMATION SYSTEMS AND INDUSTRIAL APPLICATIONS (CISIA 2015), 2015, 18 : 433 - 436
  • [10] An estimation model of research cost based on rough set and artificial neural network
    Jiang, Yangyi
    Zhang, Hengxi
    Xie, Jiang
    Meng, Ke
    [J]. COMPUTATIONAL INTELLIGENCE, PT 2, PROCEEDINGS, 2006, 4114 : 766 - 771