Classification With Repeated Observations
| dc.contributor.author | Afser, Huseyin | |
| dc.contributor.author | Gyorfi, Laszlo | |
| dc.contributor.author | Walk, Harro | |
| dc.date.accessioned | 2025-01-06T17:36:59Z | |
| dc.date.available | 2025-01-06T17:36:59Z | |
| dc.date.issued | 2023 | |
| dc.description.abstract | 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. | |
| dc.description.sponsorship | National Research, Development and Innovation Fund of Hungary [2020-1.1.2-PIACI-KFI] | |
| dc.description.sponsorship | The work of Laszlo Gyorfi was supported by the National Research, Development and Innovation Fund of Hungary under Grant 2020-1.1.2-PIACI-KFI. The associate editor coordinating the review of this manuscript and approving it for publication was Dr. Jeremy Thomas Reed | |
| dc.identifier.doi | 10.1109/LSP.2023.3326057 | |
| dc.identifier.endpage | 1526 | |
| dc.identifier.issn | 1070-9908 | |
| dc.identifier.issn | 1558-2361 | |
| dc.identifier.scopus | 2-s2.0-85174835698 | |
| dc.identifier.scopusquality | Q1 | |
| dc.identifier.startpage | 1522 | |
| dc.identifier.uri | https://doi.org/10.1109/LSP.2023.3326057 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.14669/2069 | |
| dc.identifier.volume | 30 | |
| dc.identifier.wos | WOS:001097101000008 | |
| dc.identifier.wosquality | Q2 | |
| dc.indekslendigikaynak | Web of Science | |
| dc.indekslendigikaynak | Scopus | |
| dc.language.iso | en | |
| dc.publisher | IEEE-Inst Electrical Electronics Engineers Inc | |
| dc.relation.ispartof | Ieee Signal Processing Letters | |
| dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | |
| dc.rights | info:eu-repo/semantics/closedAccess | |
| dc.snmz | KA_20241211 | |
| dc.subject | Classification | |
| dc.subject | linear classification | |
| dc.subject | prototype classification | |
| dc.subject | repeated observations | |
| dc.subject | robust detection | |
| dc.title | Classification With Repeated Observations | |
| dc.type | Article |
