Sarabjot's Research Page
My Research Interests include
- Web Personalization and Recommender Systems
- Building Ontological User Profiles for Recommendation
- Contextual Recommender Systems
- Data Mining/Machine Learning
- Lazy Learning/Case Based Reasoning
- Multi Relational Clustering/ Automated Taxonomy Generation
- Text Classification and Sentiment Analysis
- Ensemble Models
- Medical Applications of Machine Learning
- Prognostic and Diagnostic Models, particularly when the data contains censored observations
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Research Related Activites
- PC co-chair for RecSys 2012, Dublin, Ireland.
- Tenth Workshop on Intelligent Techniques in Web Personalization, Toronto, Ontario, Canada, AAAI-12, 2012
- Ninth Workshop on Intelligent Techniques in Web Personalization, IJCAI-11, Barcelona, Spain July 2011
- The 2nd Workshop on Recommender Systems and the Social Web, RecSys-10, Barcelona, Spain, 2010
- Eight Workshop on Intelligent Techniques in Web Personalization, UMAP-10, Big Island of Hawaii, June 2010
- Workshop on Recommender Systems and the Social Web, RecSys-09, New York USA October 2009
- Seventh Workshop on Intelligent Techniques in Web Personalization, IJCAI-09, Pasadena, California, USA July 2009
- Workshop on Grand Challenges for Reasoning from Experiences, IJCAI-09, Pasadena, California, USA July 2009
- Sixth Workshop on Intelligent Techniques in Web Personalization, AAAI-08, Chicago Illinois, USA July 2008
- Fifth Workshop on Intelligent Techniques in Web Personalization, AAAI-07, Vancouver, British Columbia, Canada, July 2007
- Special Issue of The ACM Transactions on Internet Technology on Intelligent Techniques for Web Personalization, August 2007
- New Book: Intelligent Techniques in Web Personalization, 2005 (Introductory Chapter)
- Fourth Workshop on Intelligent Techniques in Web Personalization, AAAI-06, Boston, Mass., USA, July 2006
- Third Workshop on Intelligent Techniques in Web Personalization, IJCAI-05, Edinburgh, Scotland, July-August 2005
- AAAI Workshop on Semantic Web Personalization, held at AAAI-04, San Jose, California, July, 2004
- Second Workshop on Intelligent Techniques in Web Personalization, IJCAI-03, Acapulco, Mexico, August 2003
- First Workshop on Intelligent Techniques in Web Personalization, IJCAI-01, Seattle, Washington, August, 2001
- Tutorial on KD Standards, at ECML/PKDD, Croatia, 2003
Recent Projects
- Early detection of Sight Threatening Retinopathy from Fundus Imagery
- Personalising e-commerce using web mining: PERSONET (Funding Agency: EU Framework V)
- Intelligent Knowledge and Usage Mining driven Self re-structuring platform (Funding Agency: EU Framework V)
- iBanking - Web Intelligence Tools for Online Banking (Funding Agency: International Fund for Ireland)
- Computer Assisted Mass Appraisal
- Development of methods for evaluation of intelligent systems in healthcare and comparison with statistical approaches (Funding Agency: Medical Research Council)
Current Research Students
- Nick Landia: Text Classification, Tag Recommendation
- Phil Taylor: Cognitive Load Modelling
- Fatimah Fika: Active Learning, Software Dependability
- Nentawe Gurumdimma: Text Analysis, Information Extraction, Security
Graduated Students
- Tao Li: MultiRelational Clustering, Automated Taxonomy Generation, Recommender Systems
- Gbolahan Williams: Text Mining, Sentiment Analysis, Recommender Systems