Applications of Different Weighting Schemes to Improve Pathway-Based Analysis

Table 14

Prediction rates of top 33 canine pathways selected in the random forest under uniform weight and RWM scheme.

Prediction methods	Type II diabetes dataset		Canine dataset
	Uniform	RWM	Uniform	RWM
LDA	0.54	0.63	0.87	0.78
SVML	0.53	0.64	0.88	0.84
SVMP	0.46	0.54	0.76	0.72
KNN	0.54	0.59	0.80	0.73