Using support vector regression （SVR）, a novel non-parametric method for recovering implied risk-neutral probability density function （IRNPDF） is investigated by solving linear operator equations. First, the SVR p...Using support vector regression （SVR）, a novel non-parametric method for recovering implied risk-neutral probability density function （IRNPDF） is investigated by solving linear operator equations. First, the SVR principle for function approximation is introduced, and an SVR method for solving linear operator equations with knowing some values of the right-hand function and without knowing its form is depicted. Then, the principle for solving the IRNPDF based on SVR and the method for constructing cross-kernel functions are proposed. Finally, an empirical example is given to verify the validity of the method. The results show that the proposed method can overcome the shortcomings of the traditional parametric methods, which have strict restrictions on the option exercise price; meanwhile, it requires less data than other non-parametric methods, and it is a promising method for the recover of IRNPDF.展开更多
本文是针对企业在IT投资决策过程中评估信息服务价值的理论和实证研究。首先通过发放问卷,调研了中国信息技术密集型企业IT投资的决策环境和首席信息官(Chief Information Officer,简称CIO)的风险态度。其次,在调研结论的基础上,利用贝...本文是针对企业在IT投资决策过程中评估信息服务价值的理论和实证研究。首先通过发放问卷,调研了中国信息技术密集型企业IT投资的决策环境和首席信息官(Chief Information Officer,简称CIO)的风险态度。其次,在调研结论的基础上,利用贝叶斯决策理论,建立CIO评估外部信息服务价值的数学模型。实证调研表明,在IT投资决策过程中,大部分CIO属于风险中性。针对风险中性的决策者,本文分析了购买信息服务所规避损失或者增加收益的期望值,并与信息服务的费用进行比较,以帮助CIO做出是否购买信息服务和是否进行IT投资的决策。在应用案例中,对一家大型电子商务企业进行了实地调研,并对访谈资料和文档数据进行分析。应用案例的分析结果表明:本文的研究结论适用于中国信息技术密集型企业,能够提供相关决策的依据。展开更多
基金The National Natural Science Foundation of China (No.70671025)
文摘Using support vector regression （SVR）, a novel non-parametric method for recovering implied risk-neutral probability density function （IRNPDF） is investigated by solving linear operator equations. First, the SVR principle for function approximation is introduced, and an SVR method for solving linear operator equations with knowing some values of the right-hand function and without knowing its form is depicted. Then, the principle for solving the IRNPDF based on SVR and the method for constructing cross-kernel functions are proposed. Finally, an empirical example is given to verify the validity of the method. The results show that the proposed method can overcome the shortcomings of the traditional parametric methods, which have strict restrictions on the option exercise price; meanwhile, it requires less data than other non-parametric methods, and it is a promising method for the recover of IRNPDF.
文摘本文是针对企业在IT投资决策过程中评估信息服务价值的理论和实证研究。首先通过发放问卷,调研了中国信息技术密集型企业IT投资的决策环境和首席信息官(Chief Information Officer,简称CIO)的风险态度。其次,在调研结论的基础上,利用贝叶斯决策理论,建立CIO评估外部信息服务价值的数学模型。实证调研表明,在IT投资决策过程中,大部分CIO属于风险中性。针对风险中性的决策者,本文分析了购买信息服务所规避损失或者增加收益的期望值,并与信息服务的费用进行比较,以帮助CIO做出是否购买信息服务和是否进行IT投资的决策。在应用案例中,对一家大型电子商务企业进行了实地调研,并对访谈资料和文档数据进行分析。应用案例的分析结果表明:本文的研究结论适用于中国信息技术密集型企业,能够提供相关决策的依据。
