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Table 8 Pearson correlation coefficient of constituent classifiers

From: TooT-T: discrimination of transport proteins from non-transport proteins

model

psiAAC

psiPAAC

psiPseAAC

TCDB_exact

TCDB_high

TCDB_med

psiAAC

1.00

0.81

0.90

0.56

0.63

0.52

psiPAAC

0.81

1.00

0.80

0.51

0.61

0.50

psiPseAAC

0.90

0.80

1.00

0.55

0.62

0.52

TCDB_exact

0.56

0.51

0.55

1.00

0.65

0.51

TCDB_high

0.63

0.61

0.62

0.65

1.00

0.78

TCDB_med

0.52

0.50

0.52

0.51

0.78

1.00

  1. The table shows the correlation between the constituent classifiers of the ensemble. Among themselves, the homology annotation transfer exhibit a lower correlation compared to those of the machine-learning models. This lower correlation motivates the use of ensemble techniques and helps to build a more powerful model