By Alexander Tartakovsky,Igor Nikiforov,Michele Basseville
Sequential research: speculation trying out and Changepoint Detection systematically develops the idea of sequential speculation checking out and fastest changepoint detection. It additionally describes very important functions within which theoretical effects can be utilized successfully.
The publication reports fresh accomplishments in speculation checking out and changepoint detection either in decision-theoretic (Bayesian) and non-decision-theoretic (non-Bayesian) contexts. The authors not just emphasize conventional binary hypotheses but additionally considerably more challenging a number of selection difficulties. They handle eventualities with uncomplicated hypotheses and extra sensible instances of 2 and finitely many composite hypotheses. The publication basically specializes in functional discrete-time versions, with sure continuous-time types additionally tested while basic effects should be acquired very equally in either situations. It treats either traditional i.i.d. and basic non-i.i.d. stochastic types intimately, together with Markov, hidden Markov, state-space, regression, and autoregression versions. Rigorous proofs are given for crucial results.
Written through top professionals within the box, this ebook covers the theoretical advancements and functions of sequential speculation checking out and sequential fastest changepoint detection in a variety of engineering and environmental domain names. It explains how the theoretical points effect the speculation trying out and changepoint detection difficulties in addition to the layout of algorithms.
Read or Download Sequential Analysis: Hypothesis Testing and Changepoint Detection (Chapman & Hall/CRC Monographs on Statistics & Applied Probability) PDF
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