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Change detection with conformal martingales: new optimal constructions, and suboptimality of existing methods

Bhattacharyya, Swapnaneel et al.
arXiv (All) · Papers
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machine-learningmethodologystatistics-theory
We study distribution-free sequential changepoint detection for independent observations with unknown and unrestricted pre- and post-change laws. We build on the conformal test martingales and associated e-detectors of Vovk(2021), which control the probability of false alarm (PFA) and the average ru
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