Stochastic Modelling and Applied Probability

Statistics of Random Processes II

Applications

Authors: Liptser, Robert S., Shiryaev, Albert N.

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About this book

The subject of these two volumes is non-linear filtering (prediction and smoothing) theory and its application to the problem of optimal estimation, control with incomplete data, information theory, and sequential testing of hypothesis. The required mathematical background is presented in the first volume: the theory of martingales, stochastic differential equations, the absolute continuity of probability measures for diffusion and Ito processes, elements of stochastic calculus for counting processes. The book is not only addressed to mathematicians but should also serve the interests of other scientists who apply probabilistic and statistical methods in their work. The theory of martingales presented in the book has an independent interest in connection with problems from financial mathematics.
In the second edition, the authors have made numerous corrections, updating every chapter, adding two new subsections devoted to the Kalman filter under wrong initial conditions, as well as a new chapter devoted to asymptotically optimal filtering under diffusion approximation. Moreover, in each chapter a comment is added about the progress of recent years.

Reviews

From the reviews:

JOURNAL OF THE AMERICAN STOCHASTIC ASSOCIATION

"The material is accessible to researchers and advanced graduate students. These two classic volumes are very important resources for both probabilists and statisticians."

SIAM REVIEW

"Written by two renowned experts in the field, the books under review contain a thorough and insightful treatment of the fundamental underpinnings of various aspects of stochastic processes as well as a wide range of applications. Providing clear exposition, deep mathematical results, and superb technical representation, they are masterpieces of the subject of stochastic analysis and nonlinear filtering…What is special about these books is their broad coverage and in-depth study of optimal filtering problems…The books can be used by researchers in different areas who need to use stochastic calculus and who treat state estimation, detection, and stochastic control problems under incomplete information and partial observations…These two books are a comprehensive treatise on stochastic calculus, random processes, and filtering theory, and provide an excellent and illuminating introduction to these fields with a wide range of theoretical and practical issues. With the new additions and modifications of the first edition, they are to be welcomed and benefit not only the systems theory and control community but also mathematicians working on stochastic processes; engineers in control, communication, and signal processing; researchers in financial engineering; and scientists in many other related fields. It is conceivable that these books will have a significant impact on the aforementioned fields and will become classics."

SIAM REVIEW

"…and the second volume can be used as a text for a special topics course in filtering."


Table of contents (10 chapters)

  • Conditionally Gaussian Processes

    Liptser, Robert S. (et al.)

    Pages 1-16

  • Optimal Nonlinear Filtering: Interpolation and Extrapolation of Components of Conditionally Gaussian Processes

    Liptser, Robert S. (et al.)

    Pages 17-53

  • Conditionally Gaussian Sequences: Filtering and Related Problems

    Liptser, Robert S. (et al.)

    Pages 55-97

  • Application of Filtering Equations to Problems of Statistics of Random Sequences

    Liptser, Robert S. (et al.)

    Pages 99-143

  • Linear Estimation of Random Processes

    Liptser, Robert S. (et al.)

    Pages 145-175

Buy this book

eBook $89.00
price for USA (gross)
  • ISBN 978-3-662-10028-8
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $113.00
price for USA
  • ISBN 978-3-540-63928-2
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $113.00
price for USA
  • ISBN 978-3-642-08365-5
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Statistics of Random Processes II
Book Subtitle
Applications
Authors
Translated by
Aries, A.B.
Series Title
Stochastic Modelling and Applied Probability
Series Volume
6
Copyright
2001
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-662-10028-8
DOI
10.1007/978-3-662-10028-8
Hardcover ISBN
978-3-540-63928-2
Softcover ISBN
978-3-642-08365-5
Series ISSN
0172-4568
Edition Number
2
Number of Pages
XV, 402
Additional Information
Original Russian edition published by Nauka, Moscow, 1974
Topics