About: OPTIMIZATION CHALLENGE: AREA UNDER RECEIVER OPERATING CHARACTERISTIC AS A LOSS FUNCTION IN GENERALIZED LINEAR MODELS

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	The specific group of models are binary regression classifiers, e.g. the logit model. These models are built based on the quantitative loss functions like maximum likelihood estimation but their performance is obviously expressed by qualitative measure like accuracy or area under the receiver operating characteristic. In this paper we demonstrate the informational difference between quantitative a qualitative measures and suggest an alternative approach to setup of linear models based on the qualitative measure and genetic algorithms. We achieved statistically significant improvement of linear model setup by use of genetic algorithm, which overperforms equivalent logit model. The specific group of models are binary regression classifiers, e.g. the logit model. These models are built based on the quantitative loss functions like maximum likelihood estimation but their performance is obviously expressed by qualitative measure like accuracy or area under the receiver operating characteristic. In this paper we demonstrate the informational difference between quantitative a qualitative measures and suggest an alternative approach to setup of linear models based on the qualitative measure and genetic algorithms. We achieved statistically significant improvement of linear model setup by use of genetic algorithm, which overperforms equivalent logit model. (en)
Title	OPTIMIZATION CHALLENGE: AREA UNDER RECEIVER OPERATING CHARACTERISTIC AS A LOSS FUNCTION IN GENERALIZED LINEAR MODELS OPTIMIZATION CHALLENGE: AREA UNDER RECEIVER OPERATING CHARACTERISTIC AS A LOSS FUNCTION IN GENERALIZED LINEAR MODELS (en)
skos:prefLabel	OPTIMIZATION CHALLENGE: AREA UNDER RECEIVER OPERATING CHARACTERISTIC AS A LOSS FUNCTION IN GENERALIZED LINEAR MODELS OPTIMIZATION CHALLENGE: AREA UNDER RECEIVER OPERATING CHARACTERISTIC AS A LOSS FUNCTION IN GENERALIZED LINEAR MODELS (en)
skos:notation	RIV/00216305:26220/10:PU88680!RIV11-GA0-26220___
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(GA102/09/1897), Z(MSM0021630529)
http://linked.open...vai/riv/dodaniDat	2011
http://linked.open...aciTvurceVysledku	Kučera, Pavel Hynčica, Ondřej Honzík, Petr Jirsík, Václav
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Vysoké učení technické v Brně / Fakulta elektrotechniky a komunikačních technologií
http://linked.open...dnocenehoVysledku	277339
http://linked.open...ai/riv/idVysledku	RIV/00216305:26220/10:PU88680
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	logit, linear model, regression classifier, genetic algorithm, area under receiver operating characteristic (en)
http://linked.open.../riv/klicoveSlovo	linear model genetic algorithm logit area under receiver operating characteristic regression classifier
http://linked.open...ontrolniKodProRIV	[2D048236E77A]
http://linked.open...v/mistoKonaniAkce	Brno University of Technology
http://linked.open...i/riv/mistoVydani	Brno, Czech Republic
http://linked.open...i/riv/nazevZdroje	MENDEL 2010
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	4 (xsd:int)
http://linked.open...cetTvurcuVysledku	4 (xsd:int)
http://linked.open...vavai/riv/projekt	Safety of Car Transportation
http://linked.open...UplatneniVysledku	2010
http://linked.open...iv/tvurceVysledku	Kučera, Pavel Honzík, Petr Hynčica, Ondřej Jirsík, Václav
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open...ain/vavai/riv/wos	000288144100005
http://linked.open.../riv/zahajeniAkce	2010-06-23 (xsd:date)
http://linked.open...n/vavai/riv/zamer	Inteligentní systémy v automatizaci
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Vysoké učení technické v Brně
https://schema.org/isbn	978-80-214-4120-0
http://localhost/t...ganizacniJednotka	26220

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