I obtained a PhD degree in Computer Science and Computational Biology at University of Toronto in 2014. Prior to joining McGill, I was a postdoctoral associate at Computer Science and Artificial Intelligence Laboratory (CSAIL) at MIT (2015-2018).
Affiliation
Assistant Professor at the School of Computer Science, McGill University
Associate Member at Quantitative Life Science Program, McGill University
Associate Member at Mila - Quebec AI Institute
Contact
Email : yueli with the suffix (@cs.mcgill.ca)
Office: Trottier TR3105, 3630 Rue University, Montreal, QC H3A 0C6
Phone: (514) 398-7079
Short biography
Research interests
- Machine learning approaches:
- Latent variable/topic models
- Matrix/tensor decomposition
- Collaborative filtering
- Deep generative models
- Approximate Bayesian inference
- Biological problems of interest:
- Electronic Health Record (EHR)
- Polygenic risk score
- Inference of functional causal mutations
- Expression quantitative traits loci (eQTL)
- Tissue/cell-type deconvolution
- Post-transcriptional regulation by microRNAs in cancers
- RNA epigenetics (N6-methyladenosine sites)
- Functional characterization of long noncoding RNAs
- Bioinformatics analyses:
- Whole-genome sequencing analysis
- Single-cell expression profiles modeling
- Magnetic resonance imaging (MRI) analysis