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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 foundations and recent advancements in stochastic filtering theory, a field focused on estimating unobservable processes. Jie Xiong, a researcher in the field, provides a structured introduction designed for graduate students in mathematics and engineering. The book synthesizes classical filtering concepts with contemporary developments, such as particle system representations and stability analysis, to provide a comprehensive overview of the subject.
What You Will Find
Scope Limits
Experts and graduate students frequently identify this text as a rigorous entry point into the field of stochastic filtering. The prose maintains a high level of academic density appropriate for its target audience in mathematics and engineering departments.
Page Count:
224
Publication Date:
2008-01-01
Publisher:
Oxford University Press
ISBN-10:
0191551392
ISBN-13:
9780191551390
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