CPH 4301, 200 University Ave. W., Waterloo, ON, Canada
I am an Assistant Professor in Information Sciences and Data Analytics at the Management Sciences Department in the Faculty of Engineering at the University of Waterloo. I am also affiliated with the Waterloo Artificial Intelligence Institute (Waterloo.AI).
Previously, I was a Postdoctoral fellow at the Melady Lab mentored by Prof. Yan Liu in the Computer Science Department, Viterbi School of Engineering, at the University of Southern California. I undertook my doctoral studies with Prof. Jarvis Haupt in the Department of Electrical and Computer Engineering at the University of Minnesota-Twin Cities.
Areas of Interests
| Statistical Machine Learning | Sparse Signal Processing | Spatiotemporal Data Analysis | AI for Surgery and Healthcare | Interpretability of Deep Learning Models |
|Aug 17, 2021||Our work on Battling Mislabeling in Robotic Surgical Skill Assessment has been accepted to Surgery!|
|Aug 8, 2021||Our work on high resolution spatiotemporal COVID-19 risk scores has been accepted to ACM Transactions on Spatial Algorithms and Systems (TSAS)!|
|Jul 15, 2021||I am starting as a Tenure-Track Assistant Professor at UWaterloo!|
|Jun 14, 2021||DL4Burn: Burn Surgical Candidacy Prediction using Multimodal Deep Learning accepted to AMIA Annual Symposium 2021!|
|Jun 1, 2021||Predicting Burn Surgical Candidacy Using Deep Learning on Photographic Images accepted to Plastic Surgery: the Meeting 2021!|
🏆 Travel AwardNOODL: Provable Online Dictionary Learning and Sparse CodingInternational Conference on Learning Representations (ICLR) 2019
Provable Online CP/PARAFAC Decomposition of a Structured Tensor via Dictionary LearningAdvances in Neural Information Processing Systems (NeurIPS) 2020
How does this interaction affect me? Interpretable attribution for feature interactionsAdvances in Neural Information Processing Systems (NeurIPS) 2020
A Dictionary-Based Generalization of Robust PCA With Applications to Target Localization in Hyperspectral ImagingIEEE Tran. on Signal Processing 2020