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Učinkovit iterativni algoritem učenja razložljivih značilnic za izboljšano klasifikacijo : doktorska disertacijaVlahek, DinoV doktorski disertaciji opišemo nov postopek učenja razložljivih značilnic za klasifikacijske namene. Značilnice med vsako iteracijo rekombiniramo na osnovi vnaprej podanih aritmetičnih operacij, ... ocenimo pa jih glede na njihovo primernosti za klasifikacijo. Slednja temelji na prekrivanju porazdelitve verjetnosti med vrednostmi vzorcev, ki pripadajo različnim razredom. Za nadaljnji razvoj v naslednjo iteracijo izberemo podmnožico najbolj kakovostnih nekoreliranih značilnic z uporabo nove metode, ki temelji na rezu grafa. Pri tem se postopek opira na dva vhoda parametra, ki omogočata nadzor nad številom členov izhodnih značilnic. Prvi opisuje minimalno sprejemljivo kakovost značilnic, ki jih je treba vključiti v izhodni prostor značilnic, medtem ko drugi določa najvišjo dovoljeno stopnjo podobnosti med značilnicama. Rezultati pokažejo, da je metoda nizko občutljiva na oba vhodna parametra. Naučene značilnice pa statistično značilno izboljšajo klasifikacijsko točnost vseh testiranih klasifikatorjev, medtem ko najboljše točnosti dosežemo z uporabo klasifikatorja naključnih gozdov. Z rezultati primerjave pokažemo, da je predlagani postopek v vseh testnih primerih dosegal ali presegal klasifikacijske točnosti trenutnega stanje tehnike. Prav tako pokažemo tudi pravilnost razlage naučenih značilnic dobro preučene množice testnih podatkov.Type of material - dissertation ; adult, seriousPublication and manufacture - Maribor : [D. Vlahek], 2024Language - slovenianCOBISS.SI-ID - 194558723
Author
Vlahek, Dino
Other authors
Mongus, Domen
Topics
Umetna inteligenca |
Univerzitetna in visokošolska dela |
klasifikacija podatkov |
razložljiva umetna inteligenca |
učenje značilnic |
odkrivanje znanja |
doktorke disertacije |
data classification |
explainable artificial intelligence |
feature learning |
knowledge discovery
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Library/institution |
City | Acronym | For loan | Other holdings |
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Library of Technical Faculties, Maribor | Maribor | KTFMB |
reading room 1 cop.
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National and University Library, Ljubljana | Ljubljana | NUK |
reading room 1 cop.
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not for loan 1 cop.
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University of Maribor Library | Maribor | UKM |
reading room 1 cop.
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DRS, in which the journal is indexed
Database name | Field | Year |
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Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
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Vlahek, Dino | 52197 |
Mongus, Domen | 29243 |
Source: Personal bibliographies
and: SICRIS
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