Managing uncertainty in data-driven simulation-based optimization. - Gordon Hüllen; Jianyuan Zhai; Sun Hye Kim; Anshuman Sinha; Matthew J. Realff; Fani Boukouvala (Comput. Chem. Eng., 2020)

Surrogate-based optimization for mixed-integer nonlinear problems. - Sun Hye Kim; Fani Boukouvala (Comput. Chem. Eng., 2020)

Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques. - Sun Hye Kim; Fani Boukouvala (Optim. Lett., 2020)