Research

Research Areas

  • Machine Learning and Large-scale Data Analysis
  • Artificial Intelligence (AI)
  • Information Retrieval
  • Social Media
  • Recommender Systems
  • Sequential Decision Optimization
  • Operations Research
  • Smart Cities Applications

Current Research Projects

  • Machine Learning for Intelligent Adaptive User Interfaces (Partner: Uncharted, Inc.)
  • Deep Learning for Anomaly Detection in Computer and Power Networks (Partners: Rank, Inc., Quebec Hydro)
  • Learning and Prediction for Smart Residential HVAC Systems (Partner: Ecobee, Inc.)
  • Machine Learning for Predictive Health Analytics (Partner: Sunnybrook Research Institute)
  • Active Learning and Optimal Sequential Recommendation (Partner: Shopify, Inc.)
  • Geospatial Prediction for Urban Data
  • Machine Learning for Social Media Sentiment Analysis
  • Optimization and Inference in Pretrained Deep-learned Models
  • Mixed Integer Programming for Improved Traffic Signal Control
  • Extending RDDL for Smart Cities Applications

 
Please see Scott Sanner’s former web page at the Australian National University for additional information and links regarding some of the above research.