Research Interests
- knowledge discovery and data mining
- handling concept drift and reoccuring contexts
- context-aware predictive analytics
- 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, Task leader, 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)
(Co-) Supervision
- Postdocs
- PhD Candidates
- Jorn Bakker (Sep 2008 - Sep 2012; completed), 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 2011-2013 (complete list for 2007-2012)
- Ioanna Sokoreli Data Analytics Framework for Supporting Clinical Trials in Remote Patient Management (Philips Research), expected in August 2013
- Bram Keijers Context-Aware Recommenders reference architecture (STW CAPA project, supervised together with Julia Kiseleva), expected in August 2013
- Erkin Demirtas Multilingual sentiment analysis with Machine translation, expected in August 2013
- Zheyi RongDistributed pattern mining (STW CAPA project, supervised together with dr. Jeroen De Knijf), expected in August 2013
- Timur Bagautdinov Real time factor graph computational framework (EE@TUE, main advisor: Prof. dr. Bert de Vries), January 2013
- Ajith Ganesan Failure Prediction in Twin Scan Machines (ASML), August 2012
- Hindra Kurniawan Mining Multi Modal Data Sources for Stress-Awareness (Stress@work project), August 2012
- Vitaly Kliger Identifying and Utilizing Contextual Information for Banner Scoring in Display Advertising (STW CAPA project, with Dr. Jeroen De Knijf), October 2012
- Erik Tromp Sentiment Analysis on Social Media for Online Market Research (Multiscope B.V.). Erik's thesis won two awards: the Best IT-thesis of the Netherlands 2011 granted by De Koninklijke Hollandsche Maatschappij der Wetenschappen and Berenschot thesis award
- Murat Ongun Utilizing Social Media Data for Search Engine Marketing (Adversitement B.V.), August 2011
- Agus Wiro Susilo Context-Aware Advertisement in Online News Media (Adversitement B.V.), August 2011
- available projects
- Honours projects (CSE Masters)
- Timur Bagautdinov (Nov 2012 - Jan 2013): Managing multiple Ad serving subsystems
- Wouter Meulemans, Sander Verdonschot, Vincent van der Weele (Sep 2009 - Mar 2010): Time-series characterization for meta-learning
Teaching in Q1 and Q2 2012 (previous years)
Professional Activities (2011-2013) (previous years)
- Organizing Committees:
- Program Committees:
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ACM SAC'13 (DS Track),
UMAP'13,
EDM'13,
IDA'13,
DS'13,
DMMH'13@SDM 2013,
Benelearn'13,.
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DPADM'12@IEEE ICDM 2012,
ACM SAC'12 (DS Track and DM Track),
UMAP'12,
ECML/PKDD'12,
IDA'12,
EDM'12,
Benelearn'12,
BNAIC'12,
ICDM'12,
CBMS'12,
WIDM'12@CIKM,
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DS'11,
IJCAI'11,
Benelearn'11,
BNAIC'11,
ICDM'11,
ECMLPKDD'11 (demos),
SIGKDD'11 (reviewer),
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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 (associate editor),
Knowledge and Information Systems,
Intelligent Data Analysis,
Information Fusion,
Information Systems,
Information Sciences,
Knowledge-Based Systems,
Methods of Information in Medicine,
Computers in Biology and Medicine,
Pattern Recognition Letters,
IEEE Transactions on Neural Networks and Learning Systems,
User Modeling and User-Adapted Interaction,
Statistical Analysis and Data Mining.
Private
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