| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Keine Angabe |
| Titel: | Revealing predictive gene clusters with supervised algorithms |
| Autor/-in: | Dettling, Marcel |
| Tagungsband: | Proceedings of the Conference in Distributed Statistical Computing |
| Angaben zur Konferenz: | Third International Workshop on Distributed Statistical Computing (DSC 2003), Vienna, Austria, 20-22 March 2003 |
| Erscheinungsdatum: | 2003 |
| Sprache: | Englisch |
| Schlagwörter: | IDP |
| Fachgebiet (DDC): | 572: Biochemie |
| Zusammenfassung: | Microarray technology allows the measurement of expression levels of thousands of genes simultaneously and is expected to contribute significantly to advances in fundamental questions of biology and medicine. While microarrays monitor thousands of genes, there is a lot of evidence that only a few underlying signature components of gene subsets account for nearly all of the outcome variation. Here, methodology for revealing these predictive gene clusters in microarray data is presented. For this task, we focus on supervised algorithms, defined as clustering techniques which utilize external information about the response variables for grouping the explanatory variables (genes). In studies where external response variables are available, our approach is often more effective than unsupervised techniques such as hierarchical clustering. |
| URI: | https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf https://digitalcollection.zhaw.ch/handle/11475/4652 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Datenanalyse und Prozessdesign (IDP) |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
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Dettling, M. (2003). Revealing predictive gene clusters with supervised algorithms. Proceedings of the Conference in Distributed Statistical Computing. https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf
Dettling, M. (2003) ‘Revealing predictive gene clusters with supervised algorithms’, in Proceedings of the Conference in Distributed Statistical Computing. Available at: https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf.
M. Dettling, “Revealing predictive gene clusters with supervised algorithms,” in Proceedings of the Conference in Distributed Statistical Computing, 2003. [Online]. Available: https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf
DETTLING, Marcel, 2003. Revealing predictive gene clusters with supervised algorithms. In: Proceedings of the Conference in Distributed Statistical Computing [online]. Conference paper. 2003. Verfügbar unter: https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf
Dettling, Marcel. 2003. “Revealing Predictive Gene Clusters with Supervised Algorithms.” Conference paper. In Proceedings of the Conference in Distributed Statistical Computing. https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf.
Dettling, Marcel. “Revealing Predictive Gene Clusters with Supervised Algorithms.” Proceedings of the Conference in Distributed Statistical Computing, 2003, https://www.r-project.org/conferences/DSC-2003/Proceedings/Dettling.pdf.
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