期刊文献+

基于推广的回归模型的风险管理方法

Risk Management Based on the Generalized Regression Model
原文传递
导出
摘要 首先,利用Choquet积分将多元线性回归模型进行推广;然后,基于推广的非线性回归模型,将若干交互作用的风险因素抽象成一个数学模型,采用定量分析的方法,在给定风险损失和风险发生概率的历史数据的基础上,计算出各个风险在风险集合中的重要程度及其风险之间交互作用的大小,从而进行有效的风险管理. Firstly, the linear multiregression model is generalized by using the Choquet integral. Then, a mathematical model is constructed to deal with some risks with intersection based on the generalized regression model. We calculate the importance degree of every risk in the risk set and the size of the intersection of risks given the data of the risk losses and the probability that every risk happened.
作者 王洪霞
出处 《数学的实践与认识》 CSCD 北大核心 2014年第23期28-34,共7页 Mathematics in Practice and Theory
基金 国家自然科学基金(11171010)
关键词 回归模型 风险管理 CHOQUET积分 regression model risk management choquet integral.
  • 相关文献

参考文献12

  • 1Borodzicz E.Risk,Crisis and Security Management[M].Wiley,New York,2005.
  • 2Dorfman M S.Introduction to Risk Management and Insurance(9ed)[M].Prentice Hall,Englewood Cliffs,N.J,2007.
  • 3Wang Z Y,Leung K S,Wong M L,Fang J,Xu K B.Nonlinear nonnegative multiregressions based on Choquet integrals[J].International Journal of Approximate Reasoning,2000,25:71-87.
  • 4Labreuche,Ch,Grabisch,M.The Choquet integral for the aggregation of interval scales in multicriteria decision making[J].Fuzzy Sets and Systems,2003,137:11-26.
  • 5Wang Z Y,Leung K S,Klir G.Applying fuzzy measures and nonlinear integral in data mining[J].Fuzzy Sets and Systems,2005,156:371-380.
  • 6Yang R,Wang Z Y,Heng P.et al.Fuzzified Choquet integral with fuzzy-valued integrand and its application on temperature prediction[J].IEEE Transactions on SMCB,2008,38(2):367-380.
  • 7张磊,樊治平,乐琦.基于Choquet积分的综合风险测评方法[J].东北大学学报(自然科学版),2010,31(11):1665-1668. 被引量:9
  • 8Choquet G.Theory of capacity[J].Annales de I'Institut Fourier,1954,5:131-295.
  • 9Sugeno M.Theory of fuzzy integrals and its applications[D].Tokyo:Tokyo Institute of Technology,1974.
  • 10Denneberg D.Non-additive measure and integral[M].Kluwer Academic Publisher,Dordrecht,1994.

二级参考文献3

共引文献8

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