Research Overview

My main research is to build a mobility data management system for cross-disciplinary applications, such as self-driving, green transport, and tourism planning. An overview can be found below (click to access our latest survey). Inevitably, such a system will be more and more complex in terms of pipeline configuration, including data cleaning, parameter setting, choice of similarity measures, etc. To make the system easy to use by various customer groups, I also want to achieve auto-configurations of learning and analytic pipelines, including data integration, clustering, and route planning.

profile pic
Wang, Sheng, Zhifeng Bao, J. Shane Culpepper, and Gao Cong. "A survey on trajectory data management, analytics, and learning." ACM Computing Surveys (CSUR) 54, no. 2 (2021): 1-36.