Person

FH-Prof. PD DI Dr. Stephan Dreiseitl

Biomedical informatics

Education

Universität Linz, Priv.-Doz.
Jan 2000 - Dec 2006
Harvard Medical School/MIT, Post-Doc in Medizinischer Informatik
Sep 1998 - Aug 1999
Universität Linz, Technische Wissenschaften, Dr. techn.
Mar 1993 - Mar 1997
Universität Linz, Technische Mathematik, Dipl.-Ing.
Oct 1990 - Feb 1993
University of Illinois at Urbana-Champaign, Informatik, Mathematik
Aug 1988 - May 1990

Research interests

  • Biomedical informatics
2018
T. Schuh, S. Dreiseitl - Evaluating novel features for aggressive language detection - Proceeding of SPECOM 2018 (LNCS 11096), Leipzig, Germany, 2018, pp. 585-595 more
2018
S. Dreiseitl - Mathematik für Software Engineering - Springer Vieweg, 2018 more
2018
D. Baumgartner, T. Fischer, R. Riedl, S. Dreiseitl - Analysis of Heart Rate Variability (HRV) Feature Robustness for Measuring Technostress - Proceedings of the NeuroIS Retreat 2018, Vienna, Austria, 2018, pp. 221-228 more
2016
D. Girardi, S. Wartner, G. Halmerbauer, M. Ehrenmüller, H. Kosorus, S. Dreiseitl - Using Concept Hierarchies to Improve Calculation of Patient Similarities - Journal of Biomedical Informatics, Vol. 63, No. 1, 2016, pp. 66-73 more
2015
N. Niklas, J. Hafenscher, A. Barna, K. Wiesinger, J. Pröll, S. Dreiseitl, S. Preuner-Stix, P. Valent, T. Lion, C. Gabriel - cFinder: definition and quantification of multiple haplotypes in a mixed sample - BMC Research Notes, Vol. 8, No. 422, 2015, pp. 6 more
2015
S. Dreiseitl, A. Vieider, C. Larch - Using smart grid data to predict next-day energy consumption and photovoltaic production - Lecture Notes in Computer Science LNCS 9520, Las Palmas, Gran Canaria, Spain, 2015, pp. 8 more
2015
V. Dorfer, S. Maltsev, S. Dreiseitl, K. Mechtler, S. M. Winkler - A Symbolic Regression Based Scoring System Improving Peptide Identifications for MS Amanda - Proceedings of the 11th GECCO Workshop on Medical Applications of Genetic and Evolutionary Computation MedGEC, Madrid, Spain, 2015 more
2013
J. Weingast, C. Scheibboeck, E. Wurm, E. Ranharter, S. Porkert, S. Dreiseitl, C. Posch, M. Binder - A prospective study of mobile phones for dermatology in a clinical setting - Journal of Telemedicine and Telecare, Vol. 19, No. 4, 2013, pp. 213-218 more
2013
C. Scheibboeck, P. Huber, S. Weber, K. Harmankaya, R. Nemecek, J. Weingast, M. Binder, T. Mehl, C. Schuh, S. Dreiseitl - Prediction of metastatic events in patients with cutaneous melanoma - Proceedings of eTELEMED2013, Nizza, France, 2013, pp. 220-223 more
2013
S. Dreiseitl - Feature selection for unsupervised learning via comparison of distance matrices - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria, Spain, 2013, pp. 203-210 more
2012
S. Dreiseitl, M. Osl - Testing the calibration of classification models from first principles - Proceedings of the AMIA Annual Fall Symposium 2012, Chicago, IL., United States of America, 2012, pp. 164-169 more
2012
G. Binenbaum, G. Ying, G. Quinn, J. Huang, S. Dreiseitl, J. Antigua, N. Foroughi, S. Abbasi - The CHOP postnatal weight gain, birth weight, and gestational age retinopathy of prematurity risk model - ARCHIVES OF OPHTHALMOLOGY, Vol. 130, No. 12, 2012 more
2012
M. Osl, M. Netzer, S. Dreiseitl, C. Baumgartner - Applied data mining: From biomarker discovery to decision support systems in Computational medicine: tools and challenges (Editors: Z. Trajanoski) - Springer Verlag, 2012, pp. 173-184 more
2012
S. Dreiseitl, M. Pivec, M. Binder - Differences in examination characteristics of pigmented skin lesions: results of an eye tracking study - ARTIFICIAL INTELLIGENCE IN MEDICINE, Vol. 54, No. 3, 2012, pp. 201-205 more
2011
M. Osl, S. Dreiseitl - Early diagnosis of acute myocardial infarction using kernel methods - Proceedings of the 8th IASTED International Conference on Biomedical Engineering, Innsbruck, Austria, 2011, pp. 175-180 more
2011
S. Dreiseitl, M. Osl - Effects of data grouping on calibration measures of classifiers - Proceedings of International Conference on Computer Aided Systems Theory EUROCAST 2011, Las Palmas, Spain, 2011, pp. 359-366 more
2011
S. Dreiseitl, M. Osl - Effect of reject option on classifier performance - Proccedings of 23rd IEEE European Modeling & Simulation Symposium EMSS 2011, Roma, Italy, 2011, pp. 176-180 more
2010
C. Scheibboeck, T. Mehl, D. Rafolt, S. Dreiseitl, K. Schlager, J. Weingast, M. Binder - Prediction of metastatic disease by computer aided interpretation of tumour markers in patients with malignant melanoma: a feasibility study - Proceedings of ehealth 2010, Wien, Austria, 2010, pp. 161-166 more
2010
S. Dreiseitl, M. Osl, S. Vinterbo - An evaluation of heuristics for rule ranking. - ARTIFICIAL INTELLIGENCE IN MEDICINE, Vol. 50, No. 3, 2010, pp. 175-180 more
2010
M. Osl, S. Dreiseitl, J. Kim, K. Patel, C. Baumgartner, L. Ohno-Machado - Effect of data combination on predictive modeling: A study using gene expression data - Proceedings of the AMIA Annual Fall Symposium 2010, Washington, United States of America, 2010, pp. 567-571 more
2010
S. Dreiseitl, M. Osl, C. Scheibboeck, M. Binder - Outlier detection with one-class SVMs: An application to melanoma prognosis - Proceedings of the AMIA Annual Fall Symposium 2010, Washington, United States of America, 2010, pp. 172-176 more
2009
S. Dreiseitl, K. Auracher, S. Puig, J. Malvehy - Modeling of standardized data entry in dermoscopy - Proceedings of 21st European Modeling and Simulation Symposium EMSS 2009, Tenerife, Spain, 2009, pp. 184-188 more
2009
S. Dreiseitl, M. Osl - Feature selection based on pairwise classification performance - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2009, Las Palmas, Spain, 2009, pp. 769-776 more
2009
S. Dreiseitl, L. Ohno-Machado - Support Vector Machines in Encyclopedia of Medical Decision Making (Editors: M. Kattan) - SAGE Publications, 2009, pp. 1101-1105 more
2009
M. Osl, S. Dreiseitl, F. Cerqueira, M. Netzer, B. Pfeifer, C. Baumgartner - Demoting redundant features to improve the discriminatory ability in cancer data - Journal of Biomedical Informatics, Vol. 42, No. 4, 2009, pp. 721-725 more
2009
S. Dreiseitl, M. Binder, K. Halble, H. Kittler - Computer versus human diagnosis of melanoma: Evaluation of the feasibility of an automated diagnostic system in a prospective clinical trial - MELANOMA RESEARCH, Vol. 19, No. 3, 2009, pp. 180-184 more
2009
C. Scheibboeck, S. Dreiseitl, M. Binder - Applicability of mobile phones for teledermatology: a pilot study - Proceedings of the International Conference on Health Informatics—HEALTHINF 2009, Porto, Portugal, 2009, pp. 474-477 more
2009
S. Dreiseitl - Data processing beyond visual interpretation - Proceedings of the 10th International Congress of Dermatology, Prague, Czech Republic, 2009, pp. 81-86 more
2008
M. Osl, C. Baumgartner, B. Tilg, S. Dreiseitl - On the Combination of Logistic Regression and Local Probability Estimates - Proceedings of the 3rd International Conference on Broadband Communications, Information Technology and Biomedical Applications, Pretoria, South Africa, 2008, pp. 124-128 more
2008
M. Osl, L. Ohno-Machado, S. Dreiseitl - Improving calibration of logistic regression models by local estimates - Proceedings of the AMIA Annual Fall Symposium 2008, Washington, United States of America, 2008, pp. 535-539 more
2008
M. Osl, S. Dreiseitl, B. Pfeifer, K. Weinberger, H. Klocker, G. Bartsch, G. Schaefer, B. Tilg, A. Graber, C. Baumgartner - A new rule-based algorithm for identifying metabolic markers in prostate cancer using tandem mass spectronomy - Bioinformatics, Vol. 24, No. 24, 2008, pp. 2908-2914 more
2007
S. Dreiseitl, K. Auracher, S. Puig, J. Malvehy - Computer support for standardized dermoscopy report - First World Meeting of Interdisciplinary Melanoma/Skin Cancer Centers, Barcelona, Spain, 2007, pp. 1 more
2007
S. Dreiseitl - Training Multiclass Classifiers by Maximizing the Volume under the ROC Surface - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2007, Las Palmas, Spain, 2007, pp. 878-885 more
2007
S. Dreiseitl, M. Binder, S. Vinterbo, H. Kittler - Applying a decision support system in clinical practice: Results from melanoma diagnosis - Proceedings of the AMIA Annual Fall Symposium 2007, Chicago, United States of America, 2007, pp. 191-195 more
2006
S. Vinterbo, S. Dreiseitl - A note on solution sizes in the haplotype tagging SNPs problem - Proceedings of the 2nd European Modeling and Simulation Symposium, Barcelona, Spain, 2006, pp. 659-663 more
2006
S. Dreiseitl, M. Binder, H. Kittler - Investigating the Benefits of Decision Support Systems: Lessons From Melanoma Diagnosis - 28th Annual Meeting of the Society for Medical Decision Making, Boston, United States of America, 2006, pp. 1 more
2006
M. Binder, H. Kittler, H. Pehamberger, S. Dreiseitl - Differentiation Between Benign and Malignant Skin Tumors by Image Analysis, Neural Networks, and Other Methods of Machine Learning in Bioengineering of the Skin: Skin Imaging and Analysis (Editors: K. P. Wilhelm, P. Elsner, E. Berardesco, H. Maibach)… more
2006
S. Vinterbo, S. Dreiseitl, L. Ohno-Machado - Approximation properties of haplotype tagging - BMC Bioinformatics, Vol. 7, No. 8, 2006, pp. 5 more
2005
W. Jacak, K. Pröll, S. Dreiseitl - Evidence-Based Therapy Planning - Proceedings of FH Science Day 2005, Steyr, Austria, 2005, pp. 48-53 more
2005
S. Dreiseitl, A. Harbauer, M. Binder, H. Kittler - Nomographic Representation of Logistic Regression Models: A Case Study Using Patient Self-Assessment Data - Journal of Biomedical Informatics, Vol. 38, No. 5, 2005, pp. 389-394 more
2005
S. Dreiseitl, M. Binder - Do physicians value decision support? A look at the effect of decision support systems on physician opinion - ARTIFICIAL INTELLIGENCE IN MEDICINE, Vol. 33, No. 1, 2005, pp. 25-30 more
2004
S. Vinterbo, S. Dreiseitl, L. Ohno-Machado - A testing procedure for htSNP approximation algorithms - Proceedings of the Workshop on Intelligent Data Analysis in Medicine and Pharmacology, Stanford, United States of America, 2004, pp. 101-105 more
2001
W. Jacak, K. Pröll, S. Dreiseitl, J. Rozenblit - Conflict Management in Multiagent Robotic System: FSM and Fuzzy Logic Approach - Proceedings of IEEE Intern. Conference System Man Cybernetics SMC'2001, Tucson, United States of America, 2001, pp. 1593-1598 more
2001
W. Jacak, K. Pröll, S. Dreiseitl - Conflict Management in Intelligent Robotic System based on FSM Approach - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 2178, No. 2178, 2001, pp. 52-66 more