MIDClass: microarray data classification by association rules and gene expression intervals.

We present a new classification method for expression profiling data, called MIDClass (Microarray Interval Discriminant CLASSifier), based on association rules. It classifies expressions profiles exploiting the idea that the transcript expression intervals better discriminate subtypes in the same cl...

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Autores principales:	Rosalba Giugno, Alfredo Pulvirenti, Luciano Cascione, Giuseppe Pigola, Alfredo Ferro
Formato:	article
Lenguaje:	EN
Publicado:	Public Library of Science (PLoS) 2013
Materias:	Medicine R Science Q
Acceso en línea:	https://doaj.org/article/0cd1e91cfba54377918dbcd95472aee5
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spelling	oai:doaj.org-article:0cd1e91cfba54377918dbcd95472aee52021-11-18T09:01:02ZMIDClass: microarray data classification by association rules and gene expression intervals.1932-620310.1371/journal.pone.0069873https://doaj.org/article/0cd1e91cfba54377918dbcd95472aee52013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/23936357/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203We present a new classification method for expression profiling data, called MIDClass (Microarray Interval Discriminant CLASSifier), based on association rules. It classifies expressions profiles exploiting the idea that the transcript expression intervals better discriminate subtypes in the same class. A wide experimental analysis shows the effectiveness of MIDClass compared to the most prominent classification approaches.Rosalba GiugnoAlfredo PulvirentiLuciano CascioneGiuseppe PigolaAlfredo FerroPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 8, p e69873 (2013)
institution	DOAJ
collection	DOAJ
language	EN
topic	Medicine R Science Q
spellingShingle	Medicine R Science Q Rosalba Giugno Alfredo Pulvirenti Luciano Cascione Giuseppe Pigola Alfredo Ferro MIDClass: microarray data classification by association rules and gene expression intervals.
description	We present a new classification method for expression profiling data, called MIDClass (Microarray Interval Discriminant CLASSifier), based on association rules. It classifies expressions profiles exploiting the idea that the transcript expression intervals better discriminate subtypes in the same class. A wide experimental analysis shows the effectiveness of MIDClass compared to the most prominent classification approaches.
format	article
author	Rosalba Giugno Alfredo Pulvirenti Luciano Cascione Giuseppe Pigola Alfredo Ferro
author_facet	Rosalba Giugno Alfredo Pulvirenti Luciano Cascione Giuseppe Pigola Alfredo Ferro
author_sort	Rosalba Giugno
title	MIDClass: microarray data classification by association rules and gene expression intervals.
title_short	MIDClass: microarray data classification by association rules and gene expression intervals.
title_full	MIDClass: microarray data classification by association rules and gene expression intervals.
title_fullStr	MIDClass: microarray data classification by association rules and gene expression intervals.
title_full_unstemmed	MIDClass: microarray data classification by association rules and gene expression intervals.
title_sort	midclass: microarray data classification by association rules and gene expression intervals.
publisher	Public Library of Science (PLoS)
publishDate	2013
url	https://doaj.org/article/0cd1e91cfba54377918dbcd95472aee5
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MIDClass: microarray data classification by association rules and gene expression intervals.

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