Table 2.

The 20 Classes With Higher Rate of True Positives Learned by the Multilayer Perception (MLP) With an Output Threshold of τ = 0.5.

Class Class size True positive (%) True negative (%)
Ribosomal proteins17079.697
Mitochondrial organization29454.690.6
Organization of cytoplasm46252.884.8
Nuclear organization64550.276.8
Tricarboxylic-acid pathway1747.699
C-compound and carbohydrate transporters3143.297.8
rRNA transcription9541.895.2
Respiration5441.296.8
mRNA transcription42738.480.2
Peroxisomal organization3337.897.4
Organization of endoplasmatic reticulum13436.694.2
Organization of chromosome structure2736.297.4
Glyoxylate cycle53599
Proteolysis11633.494.8
Glycolysis and gluconeogenesis293298.2
C-compound and carbohydrate metabolism25831.887.2
Amino acid metabolism1573192.8
Stress response902895
Nitrogen and sulphur metabolism5027.897.2
Organization of plasma membrane1102694.2

[i] The second column lists the number of genes in the class listed in the first column. The entries in the third and fourth columns are averages over five realizations of the three-fold cross-validation scheme.