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Efficient important sampling with p-order relative centered moment minimization and application to pricing options

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成果类型:
期刊论文、会议论文
作者:
Gao, Quansheng;Chen, Gao-bo
作者机构:
[Chen, Gao-bo; Gao, Quansheng] Wuhan Polytech Univ, Dept Math & Phys, Wuhan 430023, Peoples R China.
语种:
英文
关键词:
centered moment of order p;efficient importance sampling;option pricing
期刊:
PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON RISK AND RELIABILITY MANAGEMENT, VOLS I AND II
年:
2008
页码:
15-20
会议名称:
2008 International Conference on Risk and Relianility Management(2008风险与可靠性管理国际会议)
会议论文集名称:
2008 International Conference on Risk and Relianility Management(2008风险与可靠性管理国际会议)论文集
会议时间:
2008-11-10
会议地点:
北京
会议赞助商:
中国运筹学会
机构署名:
本校为第一机构
院系归属:
数学与计算机学院
摘要:
The optimal parameters of candidate measures established by importance sampling are usually obtained by minimizing the quadratic criterion. Efficient importance sampling (EIS) implements such quadratic criterion by a generic procedure known as generalized least squares or its modification as weighted least squares. Firstly, EIS is extended by changing the optimal criterion from quadratic criterion to p-order (P >= 1) relative centered moment criterion. Secondly, two methods are developed to get the optimal parameters of candidate measures. The first one is also solving a weighted least squares...

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