Xinyang received her Ph.D. degree from NUS Graduate School for Integrative Sciences and Engineering, National University of Singapore, Singapore, in 2014, and the B.E. degree from Beihang University, China, in 2010. Her current research interests include brain computer interface, machine learning and neuro-technology.