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: 254.96 RON
Availability: InStock

Some Thoughts and Solutions

Autor: Abu Kamal

Limbă:

Legare: Carte broșată

Editura: VDM Verlag Dr. Müller

Disponibilitate: La editor doar la comandă

Expediem în 17-27 zile

254.96 lei

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

Informații despre carte

Autor

Abu Kamal

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2009

Pagini

EAN

9783639170245

Enbook ID

06825367

Editura

VDM Verlag Dr. Müller

Greutate

136

Dimensiuni

150 x 220 x 5

Descriere completă

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.

S-ar putea să te intereseze

Clienții care au cumpărat această carte au mai cumpărat și

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Cele mai căutate

Categories

Authors

Publishers

Produse

Produse

Feature Filtering Techniques for Biased Microarray Sample Sets

Some Thoughts and Solutions

Informații despre carte

Descriere completă

S-ar putea să te intereseze

Clienții care au cumpărat această carte au mai cumpărat și