Feature Filtering Techniques for Biased Microarray Sample Sets

Name: Feature Filtering Techniques for Biased Microarray Sample Sets
Brand: VDM Verlag Dr. Müller
SKU: 9783639170245
Price: 1173 CZK
Availability: InStock

Some Thoughts and Solutions

Autor: Abu Kamal

Jazyk:

Vazba: Brožovaná

Vydavatel: VDM Verlag Dr. Müller

Dostupnost: U nakladatele na objednávku

Odesíláme za 17-27 dnů

1 173 Kč

Microarray expression data contain expression levels §of a large number of genes and have been used...

Informace o knize

Autor

Abu Kamal

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2009

Stránek

EAN

9783639170245

Enbook ID

06825367

Vydavatel

VDM Verlag Dr. Müller

Hmotnost

136

Rozměry

150 x 220 x 5

Kompletní popis

Microarray expression data contain expression levels §of a large number of genes and have been used in §many scientific research and clinical studies. Due §to its high dimensionalities, selecting a small §number of genes has shown to be beneficial for many §tasks such as building prediction models for a §particular disease or gene regulatory network §discovery. Traditional gene selection methods, §however, fail to take the class distribution into §the selection process. In Biomedical science, it is §very common to have microarray expression data §severely biased having very small number of diseased §samples. These biased sample sets require special §attention from researchers for identification of §genes responsible for a particular disease. In this §work, we propose three feature filtering techniques, §Higher Weight ReliefF, ReliefF with Differential §Minority Repeat and ReliefF with Balanced Minority §Repeat to identify genes responsible for fatal §diseases from biased microarray expression data. Our §solutions will help Bioinformatics, Computer Science §and Biomedical Research groups to filter potentially §hazardous genes in an efficient way.

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Feature Filtering Techniques for Biased Microarray Sample Sets

Some Thoughts and Solutions

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také