Research Interests
- knowledge discovery and data mining
- feature transformation and feature selection for classification
- ensemble learning
- instance-based and local learning algorithms
- competitive advantage from data mining
- rigor and relevance of data mining research
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Application Areas
- data mining in medicine
- data mining for business
- data mining for industrial applications
- data mining for adaptive hypermedia
- educational data mining
- e-learning and e-health
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Current Projects
Teaching & Supervision
Professional Activities
- Organizing Committee Member:
- Program Committee Member:
- ECML/PKDD'09 The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases;
- IDA'09 The 8th International Symposium on Intelligent Data Analysis;
- ICDM 09 The 9th Industrial Conference on Data Mining;
- EDM'09 The 2nd Int. Conference on Educational Data Mining;
- ECML/PKDD'08 The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases;
- EDM'08 The 1st Int. Conference on Educational Data Mining;
- SUEMA'08 The 2nd Int. Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (ECAI'08), SUEMA'07;
- Louhi'08 The First Louhi Conference on Text and Data Mining of Clinical Documents;
- DMBiz'07 Workshop at PAKDD'07;
DMBiz'06 Workshop at ECML/PKDD'06;
- IEEE CBMS'07, IEEE CBMS'06, IEEE CBMS'05;
- IEEE ISDA'06.
Ad Hoc Reviewing:
- Artificial Intelligence in Medicine (AIIM), Elsevier;
- IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI);
- IEEE Transactions on Data and Knowledge Engineering (TKDE);
- IEEE Transactions on IT in Biomedicine (TITB);
- IEEE Transactions on IT in Biomedical Engineering (TBE);
- Data & Knowledge Engineering (DKE), Elsevier;
- Educational Data Mining (JEDM), editorial board;
- Knowledge and Information Systems (KAIS), Springer;
- Intelligent Data Analysis (IDA), IOS Press;
- Information Fusion, Elsevier;
- Information Sciences, Elsevier;
- Methods of Information in Medicine, IMIA;
- for conferences (but not in PC):
KDD'07,
ICIC'07,
ICIT'08,
IECON'08,
SIAM DM'09,
HSI'09,
INDIN'09.
Private
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