Jiarui Ding

Assistant Professor

Office
ICCS
Starting January 1, 2022

Academic Information

  • Assistant Professor, UBC (2022 - )
  • Postdoc Associate, Broad Institute (2017 - 2021)
  • Ph.D., UBC (2016)

Interest Keywords

Bioinformatics
Computational Biology
Machine Learning
Probabilistic Deep Learning
Single-cell Genomics

Interests

Broadly, my research lies at the interface between computing, mathematics, and biology. In modern biology, a biological system, such as a cell, is described by a few latent factors such as cell state and cell cycle stage, indirectly observed from noisy and potential high-dimensional measurements, which are typically confounded by a set of biological or technical batch vectors, where the data from one batch differ systematically from the data from another batch. I am interested in modeling these biological data, with knowledge from decades of biomedical research as prior information encoded in model structures, to uncover the interpretable latent factors. 

Research Interests

bioinformatics
machine learning
visualization

Research Groups

Algorithms Lab
CAIDA: Centre for Artificial Intelligence Decision-making & Action
DSI: Data Science Institute