Journal of Spectroscopy / 2018 / Article / Tab 3

Research Article

The Impact of Simulated Spectral Noise on Random Forest and Oblique Random Forest Classification Performance

Table 3

oRF-SVM classification accuracies for three simulated noise levels for three weeks of infestation.

Noise (%)Week oneWeek twoWeek three
010203001020300102030

Train accuracy96.1997.8094.7194.7196.4297.0895.6096.3193.3594.1194.1191.13
Test accuracy94.6491.0789.2887.5094.6496.4294.6494.64100.00100.00100.00100.00
Train kappa92.3095.5789.2389.3392.8594.1491.2692.6986.6688.2388.2382.28
Test kappa89.2882.1478.5775.0089.2892.8589.2889.28100.00100.00100.00100.00