She visited IBM T. J. Watson Research Center, Texas A&M University, University Paris-Sud 11, Concordia University, and Microsoft Research Asia. She has authored or co-authored over 120 refereed papers in various journals and conferences. Her main research interests and experiences are in diverse areas of machine intelligence and knowledge engineering, such as complex system modeling, autonomic computing, transportation management, big data processing, and data security.