From: MetaNN: accurate classification of host phenotypes from metagenomic data using neural networks
Dataset | SVM | SVM+A | RF | RF+A | MLP+D | CNN+D | MLP+D+A | CNN+D+A | Gain (%) |
---|---|---|---|---|---|---|---|---|---|
F1-macro | Â | Â | Â | Â | Â | Â | Â | Â | Â |
CBH | 0.78 (0.03) | 0.82 (0.03) | 0.73 (0.03) | 0.75 (0.03) | 0.85 (0.03) | 0.77 (0.04) | 0.86 (0.03) | 0.82 (0.03) | 5 |
CSS | 0.63 (0.07) | 0.65 (0.06) | 0.58 (0.08) | 0.61 (0.06) | 0.66 (0.06) | 0.59 (0.06) | 0.67 (0.06) | 0.62 (0.06) | 3 |
HMP | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0 |
CS | 0.88 (0.05) | 0.88 (0.05) | 0.87 (0.05) | 0.87 (0.05) | 0.92 (0.05) | 0.87 (0.06) | 0.93 (0.05) | 0.88 (0.05) | 6 |
FS | 0.94 (0.03) | 0.95 (0.02) | 1.00 (0.01) | 1.00 (0.01) | 0.97 (0.03) | 0.90 (0.15) | 0.98 (0.02) | 0.97 (0.02) | -2 |
FSH | 0.68 (0.08) | 0.70 (0.08) | 0.63 (0.08) | 0.68 (0.08) | 0.74 (0.06) | 0.66 (0.07) | 0.74 (0.05) | 0.72 (0.07) | 6 |
IBD | 0.68 (0.04) | 0.72 (0.02) | 0.57 (0.02) | 0.60 (0.02) | 0.75 (0.02) | 0.67 (0.03) | 0.78 (0.02) | 0.70 (0.02) | 8 |
PDX | 0.29 (0.13) | 0.43 (0.02) | 0.28 (0.09) | 0.34 (0.07) | 0.51 (0.00) | 0.44 (0.05) | 0.56 (0.03) | 0.45 (0.08) | 30 |
F1-micro | Â | Â | Â | Â | Â | Â | Â | Â | Â |
CBH | 0.93 (0.02) | 0.93 (0.01) | 0.91 (0.02) | 0.92 (0.02) | 0.94 (0.01) | 0.89 (0.02) | 0.94 (0.01) | 0.92 (0.02) | 1 |
CSS | 0.71 (0.03) | 0.72 (0.04) | 0.67 (0.03) | 0.68 (0.03) | 0.72 (0.03) | 0.67 (0.04) | 0.74 (0.03) | 0.68 (0.04) | 3 |
HMP | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0.96 (0.01) | 0.97 (0.01) | 0.97 (0.01) | 0 |
CS | 0.88 (0.06) | 0.89 (0.05) | 0.88 (0.04) | 0.88 (0.05) | 0.92 (0.04) | 0.87 (0.06) | 0.94 (0.04) | 0.89 (0.05) | 6 |
FS | 0.94 (0.03) | 0.95 (0.02) | 1.00 (0.01) | 1.00 (0.01) | 0.97 (0.03) | 0.91 (0.12) | 0.98 (0.02) | 0.97 (0.02) | -2 |
FSH | 0.70 (0.08) | 0.71 (0.07) | 0.69 (0.05) | 0.72 (0.06) | 0.75 (0.05) | 0.68 (0.06) | 0.76 (0.05) | 0.75 (0.07) | 6 |
IBD | 0.79 (0.02) | 0.79 (0.02) | 0.78 (0.02) | 0.79 (0.02) | 0.82 (0.01) | 0.77 (0.02) | 0.84 (0.01) | 0.78 (0.02) | 6 |
PDX | 0.44 (0.07) | 0.48 (0.03) | 0.43 (0.07) | 0.44 (0.06) | 0.53 (0.01) | 0.49 (0.05) | 0.56 (0.03) | 0.50 (0.06) | 17 |