Journal of Spectroscopy / 2018 / Article / Tab 1

Research Article

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

Table 1

RF classification accuracies for three simulated noise levels for three weeks of infestation.

Noise (%)Week oneWeek twoWeek three
010203001020300102030

Train accuracy96.1993.8893.2292.5093.3492.3990.1884.0792.7392.0889.1288.28
Test accuracy91.0787.5085.7183.9294.6491.0791.0783.9287.5089.2889.2889.28
Train kappa92.3087.6886.3584.9286.9484.7680.1468.3485.4784.1878.3076.66
Test kappa82.1475.0071.4267.8589.2882.1482.1467.8575.0078.5778.5778.57