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Mathematics > Statistics Theory

Title: Worst-Case Misidentification Control in Sequential Change Diagnosis using the min-CuSum

Abstract: The problem of sequential change diagnosis is considered, where a sequence of independent random elements is accessed sequentially, there is an abrupt change in its distribution at some unknown time, and there are two main operational goals: to quickly detect the change and, upon stopping, to accurately identify the post-change distribution among a finite set of alternatives. The algorithm that raises an alarm as soon as the CuSum statistic that corresponds to one of the post-change alternatives exceeds a certain threshold is studied. When the data are generated over independent channels and the change can occur in only one of them, its worst-case with respect to the change point conditional probability of misidentification, given that there was not a false alarm, is shown to decay exponentially fast in the threshold. As a corollary, in this setup, this algorithm is shown to asymptotically minimize Lorden's detection delay criterion, simultaneously for every possible post-change distribution, within the class of schemes that satisfy prescribed bounds on the false alarm rate and the worst-case conditional probability of misidentification, as the former goes to zero sufficiently faster than the latter. Finally, these theoretical results are also illustrated in simulation studies.
Comments: 32 pages total, 18 pages main text, 4 figures
Subjects: Statistics Theory (math.ST)
Cite as: arXiv:2310.00693 [math.ST]
  (or arXiv:2310.00693v1 [math.ST] for this version)

Submission history

From: Austin Warner [view email]
[v1] Sun, 1 Oct 2023 14:58:25 GMT (124kb,D)

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