Classification With Repeated Observations
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Tarih
2023
Yazarlar
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
IEEE-Inst Electrical Electronics Engineers Inc
Erişim Hakkı
info:eu-repo/semantics/closedAccess
Özet
We 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.
Açıklama
Anahtar Kelimeler
Classification, linear classification, prototype classification, repeated observations, robust detection
Kaynak
Ieee Signal Processing Letters
WoS Q Değeri
Q2
Scopus Q Değeri
Q1
Cilt
30
