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  • 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.
  • 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. (en)
  • 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. (cs)
Title
  • Area under the ROC Curve by Bubble-Sort Approach (BSA)
  • Výpočet plochy pod křivkou ROC metodou Bubble-Sort (BSA) (cs)
  • Area under the ROC Curve by Bubble-Sort Approach (BSA) (en)
skos:prefLabel
  • Area under the ROC Curve by Bubble-Sort Approach (BSA)
  • Výpočet plochy pod křivkou ROC metodou Bubble-Sort (BSA) (cs)
  • Area under the ROC Curve by Bubble-Sort Approach (BSA) (en)
skos:notation
  • RIV/00216305:26220/05:PU47669!RIV06-GA0-26220___
http://linked.open.../vavai/riv/strany
  • 494-499
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GA102/03/1097), P(GA102/05/0663)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
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  • 513052
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  • RIV/00216305:26220/05:PU47669
http://linked.open...riv/jazykVysledku
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  • ROC, AUC, AUC evaluation, computational complexity, classification (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [CBF8B0D41B0A]
http://linked.open...v/mistoKonaniAkce
  • Praha
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  • Praha
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  • Automatic Control, Modeling and Simulation (ACMOS'05)
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Honzík, Petr
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
number of pages
http://purl.org/ne...btex#hasPublisher
  • WSEAS
https://schema.org/isbn
  • 960-8457-12-2
http://localhost/t...ganizacniJednotka
  • 26220
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