This book covers the theoretical developments and applications of sequential hypothesis testing and sequential quickest changepoint detection in a wide range of engineering and environmental domains. It reviews recent accomplishments in hypothesis testing and changepoint detection both in decision-theoretic (Bayesian) and non-decision-theoretic
This book covers the theoretical developments and applications of sequential hypothesis testing and sequential quickest changepoint detection in a wide range of engineering and environmental domains. It reviews recent accomplishments in hypothesis testing and changepoint detection both in decision-theoretic (Bayesian) and non-decision-theoretic
Alexander Tartakovsky, Igor Nikiforov, Michele Basseville
Inhaltsangabe
Motivations for the sequential approach. Background on probability and statistics. Sequential Hypothesis Testing: Sequential hypothesis testing Two simple hypotheses. Sequential hypothesis testing Multiple simple hypotheses. Sequential hypothesis testing Composite hypotheses. Change Point Detection: Statistical models with changes Problem formulations and optimality criteria. Sequential change point detection Bayesian approach. Sequential change point detection Non Bayesian approaches. Multichart change point detection procedures for composite hypotheses and multipopulation models. Sequential change point detection and isolation. Applications: Selected applications.
Motivations for the sequential approach. Background on probability and statistics. Sequential Hypothesis Testing: Sequential hypothesis testing Two simple hypotheses. Sequential hypothesis testing Multiple simple hypotheses. Sequential hypothesis testing Composite hypotheses. Change Point Detection: Statistical models with changes Problem formulations and optimality criteria. Sequential change point detection Bayesian approach. Sequential change point detection Non Bayesian approaches. Multichart change point detection procedures for composite hypotheses and multipopulation models. Sequential change point detection and isolation. Applications: Selected applications.
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