Her research interests include statistical genomics, bioinformatics and high-dimensional "omics" data analysis. Motivated by the statistical challenges of analyzing big biological data from modern high-throughput technologies, Dr. Liu has been working on developing novel statistical methods for exploring, mining and drawing inference with the available high-dimensional data.