Research Interests
- knowledge discovery and data mining
- handling concept drift and reoccuring contexts
- context-aware prediction
- feature transformation and feature selection for classification
- ensemble learning, classifier integration
- rigor and relevance of data mining research
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Data Mining Application Areas
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CAPA: Context-Aware Predictive Analytics (principal investigator, 2011-2015)
HaCDAIS: Handling Concept Drift in Adaptive Information Systems (principal investigator, 2008-2012)
GAF: Generic adaptation framework (co-promotor, 2008-2011)
COMPASS: Complex Patterns in Streams (team member, 2009-2013)
CurriM: Curriculum Mining (principal investigator, Mar - Oct, 2012)
- NL Agency CoDaK: Co-evolving Document collections & Knowledge structures (co-PI, 2011-2012)
- EIT ICT Labs: Service Spaces, Stress@work (TU/e partner, 2010-2013)
- NL Agency KWR MIP: Medical Information Processing, Philips Research and TU/e, (RPM task leader) (2009-2010)
- EU FP7 STREP: GRAPPLE: Generic Responsive Adaptive Personalized Learning Environment (TU/e partner, team member, 2008-2011)
Supervision
- Postdocs
- PhD Candidates
- Jorn Bakker (started Sep 2008), Handling Concept Drift
- Guido Budziak (started Jan 2010), Data-Driven Decision Making with Web Analytics
- Evgeny Knutov (Jan 2008 - Feb 2012; completed), Generic Adaptation Framework for Web-based Systems (now Postdoc in CoDAK)
- Julia Kiseleva (started Mar 2012), Context-Aware Predictive Web Analytics
- Alexandr Maslov (started Aug 2011), Knowledge Discovery from Sensor Data
- David Smits (Jan 2010 - March 2012; completed), Towards a Generic Distributed Adaptive Hypermedia Environment (the first adaptive thesis)
- PDEng Candidates (OOTI)
- Fanis Grollios (Jan-Sep, 2012): Nano-scale 3D Image Reconstruction and Analysis (FEI)
- Catharina Ibrahim (Jan-Sep, 2011): Web Enabled Education and Coaching Service (Philips Research)
- Master projects & Internships in 2011-2012 (complete list (2007-2012))
Professional Activities (2011-2012) (previous years)
- Organizing Committees:
- Program Committees:
- DS'11,
IJCAI'11,
Benelearn'11,
BNAIC'11,
ICDM'11,
ECMLPKDD'11 (demos),
SIGKDD'11 (reviewer),
- ECML/PKDD'10, IDA'10,
BNAIC'10,
AAAI'10,
ICDM'10,
EDM'10,
HAIS'10.
Ad Hoc Reviewing for journals:
- Artificial Intelligence in Medicine,
IEEE Transactions on Pattern Analysis and Machine Intelligence,
IEEE Transactions on Data and Knowledge Engineering,
IEEE Transactions on IT in Biomedicine,
IEEE Transactions on IT in Biomedical Engineering,
IEEE Transactions on Learning Technologies,
IEEE Communications Magazine,
Data & Knowledge Engineering,
Educational Data Mining,
Knowledge and Information Systems,
Intelligent Data Analysis,
Information Fusion,
Information Systems,
Information Sciences,
Knowledge-Based Systems,
Methods of Information in Medicine,
IEEE Transactions on Neural Networks,
User Modeling and User-Adapted Interaction.
Private
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