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Statements

Subject Item
n2:RIV%2F00216305%3A26220%2F05%3APU47669%21RIV06-GA0-26220___
rdf:type
n7:Vysledek skos:Concept
dcterms:description
A new approach to area under ROC curve (AUC) evaluation is introduced and compared with the current methods. The main idea is based on the Bubble-Sort method. It advantages from the approach to the qualitative dependent variable which is used as the ordinal (and not nominal) variable in comparison to the classical approach. For binary output data the algorithm reaches the same complexity and values as the other methods. For multi-class classification the complexity differs from the classical approaches and the BSA values of AUC don't fail in the special cases as the current methods do. V článku je představena nová metoda pro výpočet plochy pod ROC (AUC) a srovnána se stávajícími metodami. Základní princip nové metody je založen na algoritmu řazení Bubble-sort. Nový algoritmus má nižší komplexnost než současné postupy při výpočtu AUC pro klasifikaci do více než dvou tříd. A new approach to area under ROC curve (AUC) evaluation is introduced and compared with the current methods. The main idea is based on the Bubble-Sort method. It advantages from the approach to the qualitative dependent variable which is used as the ordinal (and not nominal) variable in comparison to the classical approach. For binary output data the algorithm reaches the same complexity and values as the other methods. For multi-class classification the complexity differs from the classical approaches and the BSA values of AUC don't fail in the special cases as the current methods do.
dcterms:title
Area under the ROC Curve by Bubble-Sort Approach (BSA) Area under the ROC Curve by Bubble-Sort Approach (BSA) Výpočet plochy pod křivkou ROC metodou Bubble-Sort (BSA)
skos:prefLabel
Area under the ROC Curve by Bubble-Sort Approach (BSA) Výpočet plochy pod křivkou ROC metodou Bubble-Sort (BSA) Area under the ROC Curve by Bubble-Sort Approach (BSA)
skos:notation
RIV/00216305:26220/05:PU47669!RIV06-GA0-26220___
n3:strany
494-499
n3:aktivita
n12:P
n3:aktivity
P(GA102/03/1097), P(GA102/05/0663)
n3:dodaniDat
n10:2006
n3:domaciTvurceVysledku
n4:7776756
n3:druhVysledku
n17:D
n3:duvernostUdaju
n8:S
n3:entitaPredkladatele
n16:predkladatel
n3:idSjednocenehoVysledku
513052
n3:idVysledku
RIV/00216305:26220/05:PU47669
n3:jazykVysledku
n18:eng
n3:klicovaSlova
ROC, AUC, AUC evaluation, computational complexity, classification
n3:klicoveSlovo
n6:classification n6:AUC n6:computational%20complexity n6:AUC%20evaluation n6:ROC
n3:kontrolniKodProRIV
[CBF8B0D41B0A]
n3:mistoKonaniAkce
Praha
n3:mistoVydani
Praha
n3:nazevZdroje
Automatic Control, Modeling and Simulation (ACMOS'05)
n3:obor
n19:BB
n3:pocetDomacichTvurcuVysledku
1
n3:pocetTvurcuVysledku
1
n3:projekt
n9:GA102%2F05%2F0663 n9:GA102%2F03%2F1097
n3:rokUplatneniVysledku
n10:2005
n3:tvurceVysledku
Honzík, Petr
n3:typAkce
n14:WRD
n3:zahajeniAkce
2005-03-13+01:00
s:numberOfPages
6
n21:hasPublisher
WSEAS
n20:isbn
960-8457-12-2
n11:organizacniJednotka
26220