From: Glycosylation spectral signatures for glioma grade discrimination using Raman spectroscopy
Classification accuracy (%) | Linear SVM | Linear discriminant | Cosine KNN | Logistic regression | Bilayed neural network | Narrow neural network |
---|---|---|---|---|---|---|
Tissue | Â | Â | Â | Â | Â | Â |
II vs. III | 80% | 75% | 70% | 70% | 40% | 50% |
II vs. IV | 75% | 70% | 60% | 70% | 45% | 55% |
III vs. IV | 85% | 60% | 75% | 60% | 55% | 50% |
All grades | 63.3% | 60% | 53.3% | x | 36.7% | 30% |
Fresh serum | Â | Â | Â | Â | Â | Â |
CTRL vs. III | 75% | 75% | 80% | 85% | 90% | 80% |
CTRL vs. IV | 60% | 65% | 70% | 85% | 85% | 85% |
III vs. IV | 60% | 65% | 65% | 75% | 90% | 85% |
All grades | 56.7 | 53.3% | 60% | x | 63.3% | 66.7% |