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Research on the pricing of guarantee-backed securities based on Monte Carlo simulation

机译:基于蒙特卡洛模拟的担保担保证券定价研究

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The guarantee is an important content of bank credit guarantee system and banks hold large amounts of guarantee assets lack of liquidity. Along with the increasingly serious international economic and financial environment, the financial institutions are faced with hard constraints of liquidity. It is necessary to create the liquidity and revitalize the guarantee asset in the case of lack of liquidity for domestic and international financial institutions.Now the asset securitization research mainly focus on the assets with long-term and high risk,few papper researches guarantee assets with short-term and low risk.Based on this,the paper will research the pricing of guarantee securitization.Because of autocorrelation and ARCH effects of financial time series, the AR(1)-AR(9)-AR(22)-T-EGARCH(1,1) Vasicek model is built to solve the parameters of dynamic interest rate model and the Monte Carlo simulation is used to solve the pricing of guarantee-backed securities in this paper. The research shows that the pricing of the guarantee-backed securities has the characteristics of path-dependent, so lots of simulations are needed to be made to reduce the errors; And because of the shorter term of guarantee assets, financial institutions should make great efforts to develop guarantee business to fill and replace the assets of the guarantee asset pool and maintain the stability of cash flow. The research not only extends the theory of asset securitization pricing, but also has important practice significance on the implementation of the guarantee securitization for commercial banks and other financial institutions.
机译:担保是银行信用担保体系的重要内容,银行持有的大量担保资产缺乏流动性。随着日益严峻的国际经济和金融环境,金融机构面临流动性的严格限制。在国内外金融机构缺乏流动性的情况下,有必要创造流动性和振兴担保资产。现在,资产证券化研究主要集中在长期和高风险的资产上,很少有研究者对具有高风险性的担保资产进行研究。基于此,本文将研究担保证券化的定价。由于金融时间序列的自相关和ARCH效应,AR(1)-AR(9)-AR(22)-T-建立了EGARCH(1,1)Vasicek模型来求解动态利率模型的参数,并使用蒙特卡洛模拟法来求解担保担保证券的定价。研究表明,担保担保证券的定价具有路径依赖的特点,因此需要进行大量的仿真以减少误差。由于担保资产期限较短,金融机构应大力发展担保业务,以充实和置换担保资产池中的资产,保持现金流量的稳定性。该研究不仅扩展了资产证券化定价的理论,而且对商业银行和其他金融机构实施担保证券化具有重要的实践意义。

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