Table 1: LOOCV success rates by component-coupled, neural network, SVMs, AdaBoost, and improved 3D kernel approach.

DatasetAlgorithmAll- All- Overall

Dataset A (277 domains)Component-coupled84.3%82.0%81.5%67.7%79.1%
Neural networks68.6%85.2%86.4%56.9%74.7%
SVMs74.3%82.0%87.7%72.3%79.4%
AdaBoost87.1%95.1%98.7%81.5%90.9%
3D kernel88.6%85.3%93.8%77.0%86.6%

Dataset B (498 domains)Component-coupled93.5%88.9%90.4%84.5%89.2%
Neural networks86.0%96.0%88.2%86.0%89.2%
SVMs88.8%95.2%96.3%91.5%93.2%
AdaBoost96.2%92.1%98.5%89.9%94.2%
3D kernel91.6%95.3%99.3%92.3%95.0%