Although the Extended-connectivity fingerprint (ECFP) is used extensively in QSAR regression problems, our training protocol suggests underfitting of the training set for this feature type. This is likely because the used diameter of six bonds is too large to accurately discriminate between the relatively small compounds in the FreeSolv database (see figure );