Preliminaries and elementary examples -- Discrete time processes -- Continuous time processes -- Monte Carlo approximation
یادداشتهای مربوط به کتابنامه ، واژه نامه و نمایه های داخل اثر
متن يادداشت
Includes bibliographical references and index
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
This book presents broadly applicable methods for the large deviation and moderate deviation analysis of discrete and continuous time stochastic systems. A feature of the book is the systematic use of variational representations for quantities of interest such as normalized logarithms of probabilities and expected values. By characterizing a large deviation principle in terms of Laplace asymptotics, one converts the proof of large deviation limits into the convergence of variational representations. These features are illustrated though their application to a broad range of discrete and continuous time models, including stochastic partial differential equations, processes with discontinuous statistics, occupancy models, and many others. The tools used in the large deviation analysis also turn out to be useful in understanding Monte Carlo schemes for the numerical approximation of the same probabilities and expected values. This connection is illustrated through the design and analysis of importance sampling and splitting schemes for rare event estimation. The book assumes a solid background in weak convergence of probability measures and stochastic analysis, and is suitable for advanced graduate students, postdocs and researchers
موضوع (اسم عام یاعبارت اسمی عام)
عنصر شناسه ای
Approximation theory
عنصر شناسه ای
Convergence
داده رابط بین فیلدها
a03
داده رابط بین فیلدها
a05
رده بندی کنگره
شماره رده
QA221
نشانه اثر
.
B83
2019
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )
مستند نام اشخاص تاييد نشده
Budhiraja, Amarjit
نام شخص - (مسئولیت معنوی برابر )
مستند نام اشخاص تاييد نشده
Dupuis, Paul
مبدا اصلی
کشور
Iran
سازمان
University of Tehran. Library of College of Science