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Table 7 Slopes of mean σŷ and σŷ 95% CI versus σ for the Gaussian Process algorithm. Results are shown with and without the input of σy into the algorithm

From: The effect of noise on the predictive limit of QSAR models

Dataset

No σy

No σy

With σy

With σy

Mean σy

σy 95% CI

Mean σy

σy 95% CI

G_298_atom

1.0

0.40

0.52

− 0.10

Alpha

1.1

0.16

0.44a

0.32a

Solv

0.94

− 0.19

0.10

0.10

BACE

0.25

0.38

− 0.12

− 0.35

Tox_102

0.32

0.028

− 0.96

− 0.48

Tox_134

0.49

0.53

− 0.66

− 0.17

LD50

0.66

− 0.39

− 0.60

0.14

  1. aThe first point was omitted in these calculations because of a discontinuity in the line