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Table 4 Mean normalised classification rates over 4 multi-phenotype datasets according to performance

From: Pathway activity inference for multiclass disease classification through a mathematical programming optimisation framework

Multiclass DIGS SG Mean [ [28]] Median [ [28]] Per_pathway [ [72]] PCA [ [45]]
5-NN 1 0.9532 0.8126 0.8090 0.8158 0.8696
NN 1 0.9488 0.9402 0.9334 0.8322 0.9585
SMO 1 0.9335 0.9372 0.9246 0.8521 0.9452
HB 1 0.9241 0.7518 0.7639 0.7893 0.8043
Logistic 1 0.8290 0.5614 0.5440 0.5589 0.6450
Mean 1 0.91772 0.80064 0.79498 0.76966 0.84452
  1. The highest classification rate achieved across all competing methods is highlighted as bold for each classifier.