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Table 2 A comparison of the number of highest accuracies obtained with the Bayesian optimization and grid search

From: Robust optimization of SVM hyperparameters in the classification of bioactive compounds

Comparison Bayes Grid search
Global 96 34
EstateFP 15 7
ExtFP 16 6
KlekFP 16 5
MACCSFP 18 4
PubchemFP 16 6
SubFP 15 6
5-HT\(_\text {2A}\) 5 1
5-HT\(_\text {2C}\) 5 1
5-HT\(_\text {6}\) 4 3
5-HT\(_\text {7}\) 3 3
CDK2 6 0
M\(_\text {1}\) 6 1
ERK2 5 1
AChE 5 1
A\(_\text {1}\) 5 1
alpha2AR 5 1
beta1AR 3 3
beta3AR 3 4
CB1 5 1
DOR 4 2
D\(_\text {4}\) 5 1
H\(_\text {1}\) 6 0
H\(_\text {3}\) 5 1
HIVi 1 5
IR 5 1
ABL 6 0
HLE 4 3