{"title":"Study on Portfolio La-VaR Analysis Based on Copula-Kernel Model","authors":"Jianhui Yang, Bin Yang","doi":"10.1109/CIS.2012.102","DOIUrl":null,"url":null,"abstract":"Traditional VaR method has many defects in measuring portfolio risk, this paper modifies BDSS model and gets revised BDSS model - La-VaR model based on relative price. For fitting the sequences of the rate of return and relative price, this paper adopts Gaussian-kernel function with good smoothness and Copula-kernel model to portray marginal distribution and correlation structure. Afterwards sequence of empirical distribution is produced through Monte Carlo simulation. The empirical results show that Copula-kernel model has a high accuracy in fitting sequences of the rate of return and relative price. Liquidity risk in La-VaR model is getting significant as the decrease of confidence c, but back testing shows that both VaR and La-VaR model overestimate the risk.","PeriodicalId":294394,"journal":{"name":"2012 Eighth International Conference on Computational Intelligence and Security","volume":"175 ","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 Eighth International Conference on Computational Intelligence and Security","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CIS.2012.102","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Traditional VaR method has many defects in measuring portfolio risk, this paper modifies BDSS model and gets revised BDSS model - La-VaR model based on relative price. For fitting the sequences of the rate of return and relative price, this paper adopts Gaussian-kernel function with good smoothness and Copula-kernel model to portray marginal distribution and correlation structure. Afterwards sequence of empirical distribution is produced through Monte Carlo simulation. The empirical results show that Copula-kernel model has a high accuracy in fitting sequences of the rate of return and relative price. Liquidity risk in La-VaR model is getting significant as the decrease of confidence c, but back testing shows that both VaR and La-VaR model overestimate the risk.