Prof. Dr. techn. Stefan Kramer
Room:
01.09.044
Technische Universität München
Institut für Informatik / I12
Boltzmannstr. 3
D-85748 Garching b. München, Germany
Institut für Informatik / I12
Boltzmannstr. 3
D-85748 Garching b. München, Germany
Phone:
+49 (89) 289-17811
Fax:
+49 (89) 289-19414
Email:
kramer@in.tum.de
Research Interests:
Bioinformatics, Cheminformatics, Predictive Toxicology, Toxicogenomics, Pharmacogenomics, Machine Learning, Data Mining, Relational Data Mining, Inductive Logic Programming, Inductive Databases, Software Engineering
If you want to apply for a position, please send an email to: marlena.drabik@in.tum.de
Activities:
- Program Chair of the First International Workshop on the Induction of Process Models (IPM-2007) at the 24th International Conference on Machine Learning (ICML-2007), Corvallis, OR, 2007.
- Program Chair of the Second International Workshop on the Induction of Process Models (IPM-2008) at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2008)
- Program Chair of the Fifteenth International Conference on Inductive Logic Programming (ILP-2005), August 10-13, 2005, Bonn, Germany.
- Tutorial and Workshop Chair of the 14th European Conference on Machine Learning (ECML-2003)/7th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD-2003)
- Program Co-Chair of the Workshop "Attribute-Value and Relational Learning: Crossing the Boundaries" at the Seventeenth International Conference on Machine Learning (ICML-2000), Stanford University, June 29-July 2, 2000.
- Program Co-Chair of the Workshop "The Predictive Toxicology Challenge 2000-2001" at the Fifth European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD-2001), Albert-Ludwigs-University Freiburg, Germany, September 6, 2001.
- Area Chair at the 18th European Conference on Machine Learning (ECML-2007)/11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD-2007)
- Area Chair at the 17th European Conference on Machine Learning (ECML-2006)/10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD-2006)
- Session Chair Applications of Machine Learning and Graph Mining in Drug Discovery at eCheminfo InterAction Meeting, November 10, 2005, Basel, Switzerland.
- Co-Organizer of the Predictive Toxicology Challenge 2000-2001, the sequel to the Predictive Toxicology Evaluation Challenge
- Co-Editor of a special section in Bioinformatics on the Predictive Toxicology Challenge 2000-2001
- Co-Editor of a special issue of Machine Learning on Multi-Relational Data Mining and Statistical Relational Learning (2005/2006)
- Co-Organizer of the German Conference on Bioinformatics GCB-2003
- Local Co-Chair of the 12th European Conference on Machine Learning (ECML-2001)/5th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD-2001), Albert-Ludwigs-University Freiburg, Germany, September 2001
Service on Editorial Boards and Program Committees:
- Editorial Board of Machine Learning journal
- International Conference on Machine Learning (ICML-2005, ICML-2006, ICML-2007, ICML-2008, ICML-2010)
- IEEE International Conference on Data Mining (ICDM-2008, ICDM-2009)
- SIAM Conference on Data Mining (SDM-2009, SDM-2010)
- AAAI Conference on Artificial Intelligence Bioinformatics Track (AAAI-2010)
- European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD-2001, ECML/PKDD-2002, ECML/PKDD-2003, ECML/PKDD-2004, ECML/PKDD-2005, ECML/PKDD-2006, ECML/PKDD-2007, ECML/PKDD-2008, ECML/PKDD-2009, ECML/PKDD-2010)
- European Conference on Artificial Intelligence (ECAI-2006)
- International Conference on Discovery Science (DS-2005, DS-2006, DS-2007, DS-2008, DS-2009, DS-2010)
- International Conference on Inductive Logic Programming (ILP-2001, ILP-2002, ILP-2003, ILP-2004, ILP-2005, ILP-2006, ILP-2007, ILP-2008, ILP-2009, ILP-2010)
- ACM Symposium on Applied Computing (SAC-2004, SAC-2005, SAC-2006, SAC-2007, SAC-2008, SAC-2009, SAC-2010) Data Mining Track
- International Conference on Genome Informatics (GIW-2005, GIW-2006, GIW-2007, GIW-2008)
Invited Talks and Tutorials:
- Invited Talk at the French Machine Learning Conference CAP-2008
- Tutorial "Advanced Data Mining for Bioinformatics" at the 12th International Conference on Intelligent Systems for Molecular Biology (ISMB-2004)/3rd European Conference on Computational Biology (ECCB-2004)
- Tutorial "Mining Structured Data in Bioinformatics" at the 4th European Conference on Computational Biology (ECCB-2005)
- Tutorial "Distances, Margins, Kernels: Machine Learning Concepts for Computational Biology" at the 16th International Conference on Intelligent Systems for Molecular Biology (ISMB-2008)
Awards:
- Best Application Paper Runner-Up, Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2001) (for: Kramer S., De Raedt L., Helma C.: Molecular Feature Mining in HIV Data)
- Best Theory Paper, 16th International Conference on Inductive Logic Programming (ILP-2006) (for: Rückert U., Kramer S.: Margin-Based First-Order Rule Learning)
- Best Application Paper, 8th IEEE International Conference on Data Mining (ICDM-2008) (for: Hapfelmeier A., Schmidt J., Mueller M., Drzezga A., Perneczky R., Kurz A., Kramer S.: Interpreting PET Scans by Structured
Patient Data: A Data Mining Case Study in Dementia Research)
Publications:
- List of publications (by category)
- Papers not available online can be obtained upon request
Teaching:
- Before 2003
- After 2003
