FPF-SB : A Scalable Algorithm for Microarray Gene Expression Data Clustering (Articolo in rivista)

Type
Label
  • FPF-SB : A Scalable Algorithm for Microarray Gene Expression Data Clustering (Articolo in rivista) (literal)
Anno
  • 2007-01-01T00:00:00+01:00 (literal)
Alternative label
  • [1] Geraci F., [1] Pellegrini M., [1] Renda M. E., [1] Leoncini M., [1] Montangero M. (2007)
    FPF-SB : A Scalable Algorithm for Microarray Gene Expression Data Clustering
    in Lecture notes in computer science; Springer-Verlag, Berlin (Germania)
    (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori
  • [1] Geraci F., [1] Pellegrini M., [1] Renda M. E., [1] Leoncini M., [1] Montangero M. (literal)
Pagina inizio
  • 606 (literal)
Pagina fine
  • 615 (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroVolume
  • 4561 (literal)
Rivista
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#note
  • Proc. of 12th International Conference on Human-Computer Interaction (HCI'07), Beijing, P.R. China, July 2007 (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#pagineTotali
  • 10 (literal)
Note
  • Scopu (literal)
  • ISI Web of Science (WOS) (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni
  • [1] IIT-CNR, Pisa, Italy (literal)
Titolo
  • FPF-SB : A Scalable Algorithm for Microarray Gene Expression Data Clustering (literal)
Abstract
  • Efficient and effective analysis of large datasets from microarray gene expression data is one of the keys to time-critical personalized medicine. The issue we address here is the scalability of the data processing software for clustering gene expression data into groups with homogeneous expression profile. In this paper we propose FPF-SB, a novel clustering algorithm based on a combination of the Furthest-Point-First (FPF) heuristic for solving the k-center problem and a stability-based method for determining the number of clusters k. Our algorithm improves the state of the art: it is scalable to large datasets without sacrificing output quality (literal)
Editore
Prodotto di
Autore CNR
Insieme di parole chiave

Incoming links:


Prodotto
Autore CNR di
Editore di
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#rivistaDi
Insieme di parole chiave di
data.CNR.it