137 citations
- SickKids FoundationCA6 papers
- University of TorontoCA6 papers
- Centre National de la Recherche ScientifiqueFR2 papers
- Laboratoire Psychologie de la PerceptionFR2 papers
- Toronto Western HospitalCA2 papers
- Université Paris CitéFR2 papers
- Children's Hospital of PhiladelphiaUS1 paper
- Johns Hopkins UniversityUS1 paper
- Ronin InstituteUS1 paper
- Sorbonne Paris CitéFR1 paper
- The University of SydneyAU1 paper
- University of AlbertaCA1 paper
9 papers
Towards Robust Classification Model by Counterfactual and Invariant Data Generation
Chun-Hao Chang, George Alexandru Adam, Anna Goldenberg
Despite the success of machine learning applications in science, industry, and society in general, many approaches are known to be non-robust, often relying on spurious correlation…
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding
Sana Tonekaboni, Danny Eytan, Anna Goldenberg
Time series are often complex and rich in information but sparsely labeled and therefore challenging to model. In this paper, we propose a self-supervised framework for learning ge…
LifeStream: A High-Performance Stream Processing Engine for Periodic Streams
Anand Jayarajan, Kimberly Hau, Andrew Goodwin +1
Hospitals around the world collect massive amounts of physiological data from their patients every day. Recently, there has been an increase in research interest to subject this da…
Modelling fertility potential in survivors of childhood cancer: An introduction to modern statistical and computational methods
L. Yu, Z. Lu, P. C. Nathan +2
Statistical and computational methods are widely used in today's scientific studies. Using a female fertility potential in childhood cancer survivors as an example, we illustrate h…
Forecasting Emergency Department Capacity Constraints for COVID Isolation Beds
Erik Drysdale, Devin Singh, Anna Goldenberg
Predicting patient volumes in a hospital setting is a well-studied application of time series forecasting. Existing tools usually make forecasts at the daily or weekly level to ass…
Anatomical Mesh-Based Virtual Fixtures for Surgical Robots
Zhaoshuo Li, Alex Gordon, Thomas Looi +3
This paper presents a dynamic constraint formulation to provide protective virtual fixtures of 3D anatomical structures from polygon mesh representations. The proposed approach can…