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Table 2 Performance of learning schemes following 460 runs**

From: Ethanol sensitivity: a central role for CREB transcription regulation in the cerebellum

 

C4.5

SVM

NN

MLP

PERCENT CORRECT

69.57 (46.06)

50.00 (50.05) *

58.70 (49.29)

55.00 (49.80)

MEAN ABSOLUTE ERROR

0.18 (0.28)

0.33 (0.11) *

0.28 (0.33)

0.30 (0.30) *

RELATIVE ABSOLUTE ERROR

52.51 (80.99)

96.00 (32.03) *

79.30 (94.63)

85.53 (86.77) *

ROOT MEAN SQUARED ERROR

0.22 (0.34)

0.41 (0.14) *

0.34 (0.40)

0.36 (0.37) *

ROOT RELATIVE SQUARED ERROR

53.54 (82.59)

97.90 (32.67) *

80.86 (96.50)

87.11 (88.44) *

  1. The standard deviation of each attribute evaluated is located in brackets
  2. **Leave-one-out technique, i.e. 46-fold cross-validation, performed with ten iterations each
  3. *Use of Corrected Resampled T-test [44]; difference from corresponding C4.5 value is statistically significant (p = 0.05, two tailed)