期刊文献+

基于智能支持向量机回归模型的金融数据预测

Prediction of Finance Data Based Intelligent Support Vector Regression
下载PDF
导出
摘要 针对金融数据的非线性、时变性、随机性、模糊性、不确定性等特点,提出一种崭新的智能支持向量回归模型,并且运用一种新型的遗传算法优选模型参数。实验结果表明,所提出的智能支持向量回归模型预测金融数据比BP神经网络模型预测精度高、速度快。 Aiming at nonlinear, time variant, random, fuzziness and uncertainty of finance data, we propose a new intelligent support vector regression model and use new genetic algorithm to optimize the model’s parameters. Experiment results show that intelligent support vector regression has higher accuracy and runs faster than BP Neural Networks.
作者 罗添 Tian Luo(The School of Finance, Renmin University of China, Beijing)
机构地区 中国人民大学
出处 《计算机科学与应用》 2018年第6期944-948,共5页 Computer Science and Application
关键词 支持向量回归 智能遗传算法 金融数据 预测 Support Vector Machine Intelligent Genetic Algorithm Finance Data Prediction
  • 相关文献

参考文献4

二级参考文献20

  • 1邓凯旭,宋宝瑞.小波分析在管理数据处理中的应用[J].上海理工大学学报,2005,27(4):312-314. 被引量:5
  • 2师娟.基于小波分析的时间序列预测模型及其应用研究[D].西安:西安理工大学,2009.
  • 3ZHOU J, BAI T, ZHANG A, et al. Forecasting share price using aavelet transform and LS-SVM based on Chaos Theory [C] //IEEE International Conference on Cybernetics and Intelligent Systems SEP. Chengdu, PEOPLES R China, 2008: 300-304.
  • 4Percival Donald B, Walden Andrew T. Wavelet methods for tme series analysis [M]. Cambridge: Cambridge University Press, 2006.
  • 5ZENG Yuhong, HUAI Wenxin. Application of artificial neural network to predict the friction factor of open channel zlow [J]. Communications in Nonlinear Science and Numerical Simulation, 2009, 14 (5): 2373-2378.
  • 6Mills TC,Markellos RN. The Econometric Modelling of Financial Time Series(Third Edition)[M].New York:Cambridge University Press,2008.
  • 7邓自立.卡尔曼滤波与维纳滤波[M]哈尔滨:哈尔滨工业大学出版社,2000.
  • 8邓自立.最优滤波理论及其应用[M]哈尔滨:哈尔滨工业大学出版社,2000.
  • 9Wiginton, J.C. , A note on the comparison of logit and discriminant models of consumer credit behavior. Journal of Financial and Quantitative Analysis, 1980. 15:pp 757-770.
  • 10A, S. , M. j Govaerts, A credit scoring model for per- sonal loans. Insurance Mathematics and Economics, 1989. 98: pp. 31-34.

共引文献103

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部