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Stochastic Filtering Theory uses probability tools to estimate unobservable stochastic processes that arise in many applied fields including communication, target-tracking, and mathematical finance.As a topic, Stochastic Filtering Theory has progressed rapidly in recent years. For example, the (branching) particle system representation of the optimal filter has been extensively studied to seek more effective numerical approximations of the optimal filter; the stability of the filter with "incorrect" initial state, as well as the long-term behavior of the optimal filter, has attracted the attention of many researchers; and although still in its infancy, the study of singular filtering models has yielded exciting results.In this text, Jie Xiong introduces the reader to the basics of Stochastic Filtering Theory before covering these key recent advances. The text is written in a style suitable for graduates in mathematics and engineering with a background in basic probability.
This text investigates the mathematical framework and practical applications of stochastic filtering theory for estimating unobservable processes. Jie Xiong, a researcher in the field, utilizes a structured approach to bridge foundational probability concepts with contemporary developments in the discipline. The book provides a rigorous examination of optimal filtering, particle systems, and stability analysis, serving as a comprehensive resource for graduate-level study in mathematics and engineering.
What You Will Find
Experts recognize this text as a structured introduction suitable for graduate students with a background in probability. Readers frequently note the technical density of the prose, which effectively balances theoretical rigor with modern research advancements.
Page Count:
224
Publication Date:
2008-09-15
Publisher:
Oxford University Press
ISBN-10:
0199219702
ISBN-13:
9780199219704
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