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Öğe Classification With Repeated Observations(IEEE-Inst Electrical Electronics Engineers Inc, 2023) Afser, Huseyin; Gyorfi, Laszlo; Walk, HarroWe study the problem of nonparametric classification with repeated observations. Let X be the d dimensional feature vector and let Y denote the label taking values in {1, . . . , M}. In contrast to usual setup with large sample size n and relatively low dimension d, this letter deals with the situation, when instead of observing a single feature vector X we are given t repeated feature vectors V-1, . . . , V-t. Some simple classification rules are presented such that the conditional error probabilities have exponential rate of convergence as t -> infinity.
