Fusing biomedical multi-modal data for exploratory data analysis

Martin C, Deters H grosse, Nattkemper TW (2006)
In: ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2., 4132. SPRINGER-VERLAG BERLIN: 798-807.

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Konferenzbeitrag | Veröffentlicht | Englisch
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Abstract / Bemerkung
Data analysis in modern biomedical research has to integrate data from different sources, like microarray, clinical and categorical data, so called multi-modal data. The reef SOM, a metaphoric display, is applied and further improved such that it allows the simultaneous display of biomedical multi-modal data for an exploratory analysis. Visualizations of microarray, clinical, and category data are combined in one informative and entertaining image. The U-matrix of the SOM trained on microarray data is visualized as an underwater sea bed using color and texture. The clinical data and category data are integrated in the form of fish shaped glyphs. The resulting images are intuitive, entertaining and can easily be interpreted by the biomedical collaborator, since specific knowledge about the SOM algorithm is not required. Visual inspection enables the detection of interesting structural patterns in the multi-modal data when browsing through and zooming into the image. Results of such an analysis are presented for the van't Veer data set.
Erscheinungsjahr
Titel des Konferenzbandes
ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2
Band
4132
Seite
798-807
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PUB-ID

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Martin C, Deters H grosse, Nattkemper TW. Fusing biomedical multi-modal data for exploratory data analysis. In: ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2. Vol 4132. SPRINGER-VERLAG BERLIN; 2006: 798-807.
Martin, C., Deters, H. grosse, & Nattkemper, T. W. (2006). Fusing biomedical multi-modal data for exploratory data analysis. ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2, 4132, 798-807. SPRINGER-VERLAG BERLIN. doi:10.1007/11840930_83
Martin, C., Deters, H. grosse, and Nattkemper, T. W. (2006). “Fusing biomedical multi-modal data for exploratory data analysis” in ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2, vol. 4132, (SPRINGER-VERLAG BERLIN), 798-807.
Martin, C., Deters, H. grosse, & Nattkemper, T.W., 2006. Fusing biomedical multi-modal data for exploratory data analysis. In ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2. no.4132 SPRINGER-VERLAG BERLIN, pp. 798-807.
C. Martin, H. grosse Deters, and T.W. Nattkemper, “Fusing biomedical multi-modal data for exploratory data analysis”, ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2, vol. 4132, SPRINGER-VERLAG BERLIN, 2006, pp.798-807.
Martin, C., Deters, H. grosse, Nattkemper, T.W.: Fusing biomedical multi-modal data for exploratory data analysis. ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2. 4132, p. 798-807. SPRINGER-VERLAG BERLIN (2006).
Martin, Christian, Deters, Harmen grosse, and Nattkemper, Tim Wilhelm. “Fusing biomedical multi-modal data for exploratory data analysis”. ARTIFICIAL NEURAL NETWORKS - ICANN 2006, PT 2. SPRINGER-VERLAG BERLIN, 2006.Vol. 4132. 798-807.