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: 48.41 EUR
Availability: InStock

Some Thoughts and Solutions

Autor: Abu Kamal

Jazyk:

Väzba: Brožovaná

Vydavateľ: VDM Verlag Dr. Müller

Dostupnosť: U vydavateľa na objednávku

Odosielame za 17-27 dní

48.41 €

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

Informácie o knihe

Autor

Abu Kamal

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2009

Stránok

EAN

9783639170245

Enbook ID

06825367

Vydavateľ

VDM Verlag Dr. Müller

Hmotnosť

136

Rozmery

150 x 220 x 5

Kompletný 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

Informácie o knihe

Kompletný popis

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Zákazníci, ktorí si kúpili túto knihu, kúpili tiež