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Rare events in stochastic systems: M...
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Shi, Yixi.
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Rare events in stochastic systems: Modeling, simulation design and algorithm analysis.
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Rare events in stochastic systems: Modeling, simulation design and algorithm analysis./
作者:
Shi, Yixi.
面頁冊數:
228 p.
附註:
Source: Dissertation Abstracts International, Volume: 74-06(E), Section: B.
Contained By:
Dissertation Abstracts International74-06B(E).
標題:
Engineering, System Science. -
電子資源:
http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=3553698
ISBN:
9781267933485
Rare events in stochastic systems: Modeling, simulation design and algorithm analysis.
Shi, Yixi.
Rare events in stochastic systems: Modeling, simulation design and algorithm analysis.
- 228 p.
Source: Dissertation Abstracts International, Volume: 74-06(E), Section: B.
Thesis (Ph.D.)--Columbia University, 2013.
This dissertation explores a few topics in the study of rare events in stochastic systems, with a particular emphasis on the simulation aspect. This line of research has been receiving a substantial amount of interest in recent years, mainly motivated by scientic and industrial applications in which system performance is frequently measured in terms of events with very small probabilities.
ISBN: 9781267933485Subjects--Topical Terms:
1018128
Engineering, System Science.
Rare events in stochastic systems: Modeling, simulation design and algorithm analysis.
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Source: Dissertation Abstracts International, Volume: 74-06(E), Section: B.
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Adviser: Jose H. Blanchet.
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Thesis (Ph.D.)--Columbia University, 2013.
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This dissertation explores a few topics in the study of rare events in stochastic systems, with a particular emphasis on the simulation aspect. This line of research has been receiving a substantial amount of interest in recent years, mainly motivated by scientic and industrial applications in which system performance is frequently measured in terms of events with very small probabilities.
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The topics mainly break down into the following themes: - Algorithm Analysis: Chapters 2, 3, 4 and 5. - Simulation Design: Chapters 3, 4 and 5. - Modeling: Chapter 5. The titles of the main chapters are detailed as follows: Chapter 2: Analysis of a Splitting Estimator for Rare Event Probabilities in Jackson Networks Chapter 3: Splitting for Heavy-tailed Systems: An Exploration with Two Algorithms Chapter 4: State Dependent Importance Sampling with Cross Entropy for Heavy-tailed Systems Chapter 5: Stochastic Insurance-Reinsurance Networks: Modeling, Analysis and Efficient Monte Carlo.
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