Ändra sökning
RefereraExporteraLänk till posten
Permanent länk

Direktlänk
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annat format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annat språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf
Application of Fuzzy c-Means and Joint-Feature-Clustering to Detect Redundancies of Image-Features in Drug Combinations Studies of Breast Cancer
School of Engineering and Information Technology, The University of New South Wales, Canberra, Australia .
School of Engineering and Information Technology, The University of New South Wales, Canberra, Australia .
School of Engineering and Information Technology, The University of New South Wales, Canberra, Australia .ORCID-id: 0000-0002-4255-5130
2011 (Engelska)Konferensbidrag, Publicerat paper (Refereegranskat)
Resurstyp
Text
Abstract [en]

The high dimensionality of image‐based dataset can be a drawback for classification accuracy. In this study, we propose the application of fuzzy c‐means clustering, cluster validity indices and the notation of a joint‐feature‐clustering matrix to find redundancies of image‐features. The introduced matrix indicates how frequently features are grouped in a mutual cluster. The resulting information can be used to find data‐derived feature prototypes with a common biological meaning, reduce data storage as well as computation times and improve the classification accuracy

Ort, förlag, år, upplaga, sidor
2011. Vol. 1371, s. 65-72
Nyckelord [en]
High-content screening, fuzzy c-means clustering, cluster validity, joint-feature-clustering.
Nationell ämneskategori
Datorseende och robotik (autonoma system)
Identifikatorer
URN: urn:nbn:se:liu:diva-125035DOI: 10.1063/1.3596628ISI: 000294779500007Scopus ID: 2-s2.0-79960094383Libris ID: 16169719ISBN: 9780735409316 (tryckt)OAI: oai:DiVA.org:liu-125035DiVA, id: diva2:902756
Konferens
2011 INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL MODELS FOR LIFE SCIENCES (CMLS-11. Toyama City, (Japan), 11–13 October 2011
Tillgänglig från: 2016-02-12 Skapad: 2016-02-12 Senast uppdaterad: 2018-01-10Bibliografiskt granskad

Open Access i DiVA

Fulltext saknas i DiVA

Övriga länkar

Förlagets fulltextScopus

Sök vidare i DiVA

Av författaren/redaktören
Pham, Tuan D
Datorseende och robotik (autonoma system)

Sök vidare utanför DiVA

GoogleGoogle Scholar

doi
isbn
urn-nbn

Altmetricpoäng

doi
isbn
urn-nbn
Totalt: 259 träffar
RefereraExporteraLänk till posten
Permanent länk

Direktlänk
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annat format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annat språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf