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 |