SPECTRAL CLUSTERING OF MULTIDIMENSIONAL GENETIC DATA

ЗаглавиеSPECTRAL CLUSTERING OF MULTIDIMENSIONAL GENETIC DATA
Вид публикацияJournal Article
Година на публикуване2017
АвториZaevski T, Kounchev O, Palejev D, Stoimenova E
СписаниеAnnuaire de l’Université de Sofia “St. Kliment Ohridski”. Faculté de Mathématiques et Informatique
Том104
Pagination201-215
ISSN0205-0808
ключови думиmultidimensional data analysis, RNA-Seq data analysis, spectral clustering
Резюме
The main purpose of the present paper is to initiate the application of methods from Spectral graph theory to the analysis of multidimensional genetic data, and in particular to the problem of detecting differential expression based on RNA-Seq data. Here we introduce a new algorithm, that is based on the method of Spectral Clustering and integrates an additional information about a priori given relations among the genes.
2010 MSC

62-07, 62H30, 91C20, 92D20

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