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Accelerated Simulation for Coherent Risk Measure

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成果类型:
期刊论文、会议论文
作者:
Gao, Quansheng*
通讯作者:
Gao, Quansheng
作者机构:
[Gao, Quansheng] Wuhan Polytech Univ, Dept Math & Phys, Wuhan, Peoples R China.
通讯机构:
[Gao, Quansheng] W
Wuhan Polytech Univ, Dept Math & Phys, Wuhan, Peoples R China.
语种:
英文
关键词:
coherent risk measure;importance sampling;ranking and selection
期刊:
2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31
年:
2008
页码:
10758-10763
会议名称:
The 4th International Conference on Wireless Communications, Networking and Mobile Computing(第四届IEEE无线通信、网络技术及移动计算国际会议)
会议论文集名称:
The 4th International Conference on Wireless Communications, Networking and Mobile Computing(第四届IEEE无线通信、网络技术及移动计算国际会议)论文集
会议时间:
2008-10-12
会议地点:
大连
会议赞助商:
武汉大学<&wdkj&>大连理工大学
机构署名:
本校为第一且通讯机构
院系归属:
数学与计算机学院
摘要:
Importance sampling is always used to modify the probabilities for rare event occurrences that govern the outcomes of the simulation in a way that allows for low probability events to occur more frequently. In this paper, importance sampling is applied to accelerate the simulation for coherent risk measure based on generalized rare scenarios. Firstly, we show how to combine importance sampling with ranking and selection method provided by Lesnevski, Nalson and Staum to accelerate simulation coherent risk measure directly. Secondly, recursive Robbins-Monro type algorithm is introduced to estima...

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