Practical properties of the CUSUM process

Fuente: arXiv
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Autori principali: Baron, Michael, Malov, Sergey V.
Natura: Preprint
Pubblicazione: 2025
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author Baron, Michael
Malov, Sergey V.
author_facet Baron, Michael
Malov, Sergey V.
contents We explore the behavior and establish new properties of the cumulative-sum process (CUSUM) and its running maximum. The study includes precise expressions for CUSUM's moment generating function and moments, fast recursive computing algorithms, lower and upper bounds, as well as asymptotes. Results are applied to single, multiple, and transient change-point problems, for the calculation of thresholds that provide a desired control of familywise false alarm rates, as well as the quantiles of queuing processes and probabilities of their large deviation at least once over a given time interval.
format Preprint
id arxiv_https___arxiv_org_abs_2502_09185
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Practical properties of the CUSUM process
Baron, Michael
Malov, Sergey V.
Probability
Statistics Theory
60G50, 62E20, 60F10, 60G46, 60K25
We explore the behavior and establish new properties of the cumulative-sum process (CUSUM) and its running maximum. The study includes precise expressions for CUSUM's moment generating function and moments, fast recursive computing algorithms, lower and upper bounds, as well as asymptotes. Results are applied to single, multiple, and transient change-point problems, for the calculation of thresholds that provide a desired control of familywise false alarm rates, as well as the quantiles of queuing processes and probabilities of their large deviation at least once over a given time interval.
title Practical properties of the CUSUM process
topic Probability
Statistics Theory
60G50, 62E20, 60F10, 60G46, 60K25
url https://arxiv.org/abs/2502.09185