Change-point analysis in nonstationary stochastic models /
This book covers the development of methods for detection and estimation of changes in complex systems. These systems are generally described by nonstationary stochastic models, which comprise both static and dynamic regimes, linear and nonlinear dynamics, and constant and time-variant structures of...
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| Format: | eBook |
| Language: | English |
| Published: |
Boca Raton :
CRC Press,
[2017]
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| Online Access: | Connect to the full text of this electronic book |
| Summary: | This book covers the development of methods for detection and estimation of changes in complex systems. These systems are generally described by nonstationary stochastic models, which comprise both static and dynamic regimes, linear and nonlinear dynamics, and constant and time-variant structures of such systems. It covers both retrospective and sequential problems, particularly theoretical methods of optimal detection. Such methods are constructed and their characteristics are analyzed both theoretically and experimentally. Suitable for researchers working in change-point analysis and stochastic modelling, the book includes theoretical details combined with computer simulations and practical applications. Its rigorous approach will be appreciated by those looking to delve into the details of the methods, as well as those looking to apply them. |
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| Item Description: | "A Chapman & Hall book." |
| Physical Description: | 1 online resource (xix, 345 pages) : illustrations |
| Bibliography: | Includes bibliographical references (pages 317-340) and index. |
| ISBN: | 9781498755979 1498755976 9781315367989 131536798X |