Ebook: Sequential change detection and hypothesis testing: general non-i.i.d. stochastic models and asymptotically optimal rules
Author: Tartakovsky Alexander
- Tags: Mathematical statistics, MATHEMATICS / Probability & Statistics / Bayesian Analysis, MATHEMATICS / Probability & Statistics / General, Sequential analysis, Electronic books
- Series: Monographs on statistics and applied probability (Series)
- Year: 2020
- Publisher: CRC Press
- City: Boca Raton, FL
- Language: English
- pdf
Sequential hypothesis testing in multiple data streams -- Sequential detection of changes : changepoint models, performance metrics and optimality criteria -- Bayesian quickest change detection in a single population -- Nearly optimal pointwise and minimax change detection in a single population -- Change detection rules optimal for the maximal detection probability criterion -- Quickest change detection in multiple streams -- Joint changepoint detection and identification -- Applications.;"Statistical methods for sequential hypothesis testing and changepoint detection have applications across many fields. This book presents an overview of methodology in these related areas, providing a synthesis of research from the last few decades"--
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