About: Additional Predictive Value of Microarray Data Compared to Clinical Variables

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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	Microarrays as a promising technology for prediction of cancer diagnosis have attracted attention of many researchers in recent years. Researchers often neglect clinical data used for prediction of diagnosis compared to pre-microarray era. An important problem is determination of an additional predictive value of microarray data in relation to clinical variables. We propose a new two-step method combining logistic regression and BinomialBoosting models, to determine the additional predictive value of microarray data. This method is evaluated on two benchmark breast cancer datasets together with other already published method. The new method can combine clinical and microarray data more effectively and enables simple addition of various types of data into the combined prediction. <br> Microarrays as a promising technology for prediction of cancer diagnosis have attracted attention of many researchers in recent years. Researchers often neglect clinical data used for prediction of diagnosis compared to pre-microarray era. An important problem is determination of an additional predictive value of microarray data in relation to clinical variables. We propose a new two-step method combining logistic regression and BinomialBoosting models, to determine the additional predictive value of microarray data. This method is evaluated on two benchmark breast cancer datasets together with other already published method. The new method can combine clinical and microarray data more effectively and enables simple addition of various types of data into the combined prediction. <br> (en)
Title	Additional Predictive Value of Microarray Data Compared to Clinical Variables Additional Predictive Value of Microarray Data Compared to Clinical Variables (en)
skos:prefLabel	Additional Predictive Value of Microarray Data Compared to Clinical Variables Additional Predictive Value of Microarray Data Compared to Clinical Variables (en)
skos:notation	RIV/00216305:26230/09:PU86236!RIV10-MSM-26230___
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(2B06052)
http://linked.open...vai/riv/dodaniDat	2010
http://linked.open...aciTvurceVysledku	Smrž, Pavel Šilhavá, Jana
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 informačních technologií
http://linked.open...dnocenehoVysledku	301956
http://linked.open...ai/riv/idVysledku	RIV/00216305:26230/09:PU86236
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	logistic regression, boosting, generalized linear models, prediction, microarray data, clinical data, breast cancer (en)
http://linked.open.../riv/klicoveSlovo	boosting microarray data breast cancer prediction clinical data logistic regression generalized linear models
http://linked.open...ontrolniKodProRIV	[84E74A47B869]
http://linked.open...v/mistoKonaniAkce	Sheffield
http://linked.open...i/riv/mistoVydani	Sheffield
http://linked.open...i/riv/nazevZdroje	PRIB 2009, 4th IAPR International Conference on Pattern Recognition in Bioinformatics
http://linked.open...in/vavai/riv/obor	JC
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Determination of markers, screening and early diagnostics of cancer diseases using highly automated processing of multidimensional biomedical images
http://linked.open...UplatneniVysledku	2009
http://linked.open...iv/tvurceVysledku	Smrž, Pavel Šilhavá, Jana
http://linked.open...vavai/riv/typAkce	EUR - Evropská
http://linked.open.../riv/zahajeniAkce	2009-09-07 (xsd:date)
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	University of Sheffield
https://schema.org/isbn	978-0-9563399-0-4
http://localhost/t...ganizacniJednotka	26230

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