SVM classification results.
- Matthias Hübenthal (813191)
- Georg Hemmrich-Stanisak (813192)
- Frauke Degenhardt (813193)
- Silke Szymczak (91242)
- Zhipei Du (813194)
- Abdou Elsharawy (5665531)
- Andreas Keller (29147)
- Stefan Schreiber (36915)
- Andre Franke (77511)
Publication date
October 2015
DOIAbstract
<p>Measured by the area under the ROC curve (AUC), classification performance is shown for models considering <b>(A)</b> 2 groups (CD vs. HC, UC vs. HC, CD vs. UC, CD vs. IC, UC vs. IC, IC vs. HC), <b>(B)</b> 3 groups (CD vs. UC+HC, UC vs. CD+HC, HC vs. CD+UC, CD vs. UC+IC, UC vs. CD+IC, IC vs. CD+UC) and <b>(C)</b> 4 groups (CD vs. UC+HC+IC, UC vs. CD+HC+IC, HC vs. CD+UC+IC, IC vs. CD+UC+HC). Performance of linear standard SVMs (considering every miRNA measured, white boxes) is compared to linear elastic SCAD SVMs (considering subsets of miRNAs measured, red boxes). In addition, as a measure of model complexity the percentage of miRNAs neglected for constructing the respective penalized SVMs are plotted (blue boxes).</p
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