The predictive and computational performances of the proposed method were evaluated using an application example that involved designing drug-like molecules. In particular, we constructed several variants of the Bayesian molecular design algorithms by combining the four constituent mechanisms described in the previous section, and compared their performance to quantitatively investigate their individual contributions to the overall scheme.