
Position Title
Assistant Professor
- Computer Science
Liu's research lies at the intersection of Machine Learning (ML), Visualization (VIS), and Human-Computer Interaction (HCI). His research group VIA focuses on designing and developing visualization-empowered human-AI teaming systems to augment human intelligence for data-driven decision-making, by innovating at two fundamental building blocks: human-centered AI and human-AI interfaces. The central theme driving his group is the pursuit of “big data, intelligent algorithms, intuitive interfaces” to bridge data gaps, making the data-to-decision process more efficient, effective, and trustworthy in critical domains such as sustainability and healthcare. The ultimate goal is to catalyze solutions to pressing challenges in these areas so as to improve the quality of human life and the environment. Prospective students and collaborators are warmly invited to join his group's research journey.
- TPFlow: Progressive Partition and Multidimensional Pattern Extraction for Large-Scale Spatio-Temporal Data Analysis
Journal Article | Liu, D., Xu, P., Ren, L. IEEE Transactions on Visualization and Computer Graphics, 25, 1-11. 10.1109/tvcg.2018.2865018 - RASIPAM: Interactive Pattern Mining of Multivariate Event Sequences in Racket Sports
Journal Article | Wu, J., Liu, D., Guo, Z., Wu, Y. IEEE Transactions on Visualization and Computer Graphics, 29, 940-950. 10.1109/tvcg.2022.3209452 - MIG-Viewer: Visual analytics of soccer player migration
Journal Article | Cao, A., Xie, X., Lan, J., Lu, H., Hou, X., Wang, J., Zhang, H., Liu, D., Wu, Y. Visual Informatics, 5, 102-113. 10.1016/j.visinf.2021.09.002 - Sintel: A Machine Learning Framework to Extract Insights from Signals
Conference Paper | Alnegheimish, S., Liu, D., Sala, C., Berti-Equille, L., Veeramachaneni, K. Array, 1855-1865. 10.1145/3514221.3517910 - AER: Auto-Encoder with Regression for Time Series Anomaly Detection
Conference Paper | Wong, L., Liu, D., Berti-Equille, L., Alnegheimish, S., Veeramachaneni, K. Array, 00, 1152-1161. 10.1109/bigdata55660.2022.10020857 - See publications and more on Aggie Experts: https://experts.ucdavis.edu/expert/frldzkiN