Dr. Liu’s research is immersed in the development and application of technologies such as artificial intelligence (AI), data mining, data visualization, and statistical modeling. Her primary focus lies in integrative analysis of high-dimensional and multimodal data, with a special emphasis on domains such as medical images, genomics, biological networks, and so on, contributing to the fields of bioinformatics, healthcare research, and beyond.

Dr. Qian Liu’s lab is currently working on developing and applying advanced data science techniques, including but not limited to multi-modal data integration, joint statistics and machine learning, and interpretable AI, to address specific domain questions. Specific ongoing research topics include: