Application of sensitivity analysis to neural network determination of financial variable relationships

被引:0
|
作者
Gillespie, ES [1 ]
Wilson, RN [1 ]
机构
[1] Univ Ulster, Coleraine BT5Z 1SA, Londonderry, North Ireland
来源
关键词
neural networks; financial variables; principal components; adaptive learning rates;
D O I
10.1002/(SICI)1099-0747(199709/12)13:3/4<409::AID-ASM335>3.0.CO;2-V
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper considers the application of artificial neural networks to determine the relationships between the bond rating of the financial variables of the major companies of the U.S.A. Owing to the high correlation between some of the financial variables, the inputs to the neural network are in principal component form. A pattern of limiting sensitivity has been found. (C) 1998 John Wiley & Sons, Ltd.
引用
收藏
页码:409 / 414
页数:6
相关论文
共 50 条
  • [1] Application of sensitivity analysis to neural network determination of financial variable relationships
    Gillespie, E.S.
    Wilson, R.N.
    1997, John Wiley & Sons Ltd, Chichester, United Kingdom (13): : 3 - 4
  • [2] BP Neural Network Sensitivity Analysis and Application
    Wu, Jianhui
    Wang, Gouli
    Yin, Sufeng
    Yu, Liqun
    INFORMATION COMPUTING AND APPLICATIONS, PT 1, 2010, 105 : 444 - 449
  • [3] Neural network method in parametric probabilistic sensitivity analysis and its application
    He, Qin-Shu
    Yang, Yu-Ming
    Xiao, Shi-Fu
    Jisuan Lixue Xuebao/Chinese Journal of Computational Mechanics, 2011, 28 (SUPPL. 1): : 29 - 32
  • [4] Sensitivity analysis of fuzzy inference neural network and the application in band selection
    Fan, Qiang
    Hu, Dan
    Xing, Yan
    2012 IEEE/WIC/ACM INTERNATIONAL CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY (WI-IAT 2012), VOL 1, 2012, : 688 - 693
  • [5] Shareholding Relationships and Financial Crisis: A Network Analysis
    Pecora, Nicolo
    Spelta, Alessandro
    MONETARY POLICY IN THE CONTEXT OF THE FINANCIAL CRISIS: NEW CHALLENGES AND LESSONS, 2015, 24 : 497 - 516
  • [6] A Modified Adaptive Genetic BP Neural Network with Application to Financial Distress Analysis
    Xiong, Zhibin
    SECOND INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING: WGEC 2008, PROCEEDINGS, 2008, : 149 - 152
  • [7] Application of Cascaded Correlation Neural Network for Financial Performance Prediction and Analysis of BSNL
    Singh, N. Albert
    Naryanan, T.
    SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, SEMCCO 2014, 2015, 8947 : 502 - 513
  • [8] NEURAL NETWORK ANALYSIS APPLICATION TO PERMEABILITY DETERMINATION OF FIBERGLASS AND CARBON PREFORMS
    Golestanian, Hossein
    Poursina, Mehrdad
    CHINESE JOURNAL OF POLYMER SCIENCE, 2009, 27 (02) : 221 - 229
  • [9] NEURAL NETWORK ANALYSIS APPLICATION TO PERMEABILITY DETERMINATION OF FIBERGLASS AND CARBON PREFORMS
    Hossein Golestanian
    Mehrdad Poursina
    Chinese Journal of Polymer Science, 2009, 27 (02) : 221 - 229
  • [10] Application of Improved Convolution Neural Network in Financial Forecasting
    Dai, Wensheng
    JOURNAL OF ORGANIZATIONAL AND END USER COMPUTING, 2022, 34 (03)