Fig. 4From: Dimensionally reduced machine learning model for predicting single component octanol–water partition coefficientsStructural representation of (a) the five compounds with the best predictions and (b) the five compounds with the largest difference between prediction and experimental value. The presence of halogens and more simply substituted aromatics lend to a more accurate prediction. More complex aromatic systems and ionized compounds offer less accurate predictionsBack to article page