Table 2.
Feature Sets for Atomic Representations
feature set | description | size of atom representation | overall feature set size (8n + 1) |
---|---|---|---|
one hot | one-hot encoded atom type (atom type determined by base graphical representation) | 5 (no. of atom types in PM6 data set) | 41 |
base graphical | atomic no. and coordination no. | 2 | 17 |
partial charge | effective atomic charge | 1 | 9 |
graphical → partial charge | average partial charge of all atoms of an atom’s type | 1 | 9 |
graphical → random | random real number is drawn from a normal distribution for each atom type; this number is used to represent all atoms of this type | 1 | 9 |