1146-2-dgmy7-LigandScoringProtocol.txt

Name

GradientBoostingRegressor

Software

RDkit, sklearn

Parameters

learning rate 0.1
n estimators 300
subsample 0.5

Method

We used RDkit package to convert SMILES strings into vectors of fingerprints + chemical descriptors.
From ChemBL database we fetched 2873 ligands most similar by cosine distance to the proposed targets. This
set was used to train GradientBoostingRegressor provided with sklearn package.

Answer 1

No

Answer 2

Yes