Area under the ROC Curve by Bubble-Sort Approach (BSA)
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F05%3APU47669" target="_blank" >RIV/00216305:26220/05:PU47669 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Area under the ROC Curve by Bubble-Sort Approach (BSA)
Original language 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 approachesand the BSA values of AUC don't fail in the special cases as the current methods do.
Czech name
Výpočet plochy pod křivkou ROC metodou Bubble-Sort (BSA)
Czech description
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.
Classification
Type
D - Article in proceedings
CEP classification
BB - Applied statistics, operational research
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2005
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Automatic Control, Modeling and Simulation (ACMOS'05)
ISBN
960-8457-12-2
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
494-499
Publisher name
WSEAS
Place of publication
Praha
Event location
Praha
Event date
Mar 13, 2005
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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