Person

FH-Prof. PD DI Dr. Stephan Dreiseitl

Biomedizinische Informatik

Ausbildung

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

Forschungsinteressen

  • Biomedizinische Informatik
2018
T. Schuh, S. Dreiseitl - Evaluating novel features for aggressive language detection - Proceedings of SPECOM 2018 (LNCS 11096), Leipzig, Deutschland, 2018, pp. 585-595 mehr
2018
S. Dreiseitl - Mathematik für Software Engineering - Springer Vieweg, 2018 mehr
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, Österreich,… mehr
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,… mehr
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… mehr
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, Spanien,… mehr
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… mehr
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… mehr
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… mehr
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, Spanien, 2013, pp. 203-210 mehr
2012
S. Dreiseitl, M. Osl - Testing the calibration of classification models from first principles - Proceedings of the AMIA Annual Fall Symposium 2012, Chicago, IL., Vereinigte Staaten von Amerika, 2012, pp.… mehr
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… mehr
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… mehr
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.… mehr
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, Österreich, 2011,… mehr
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, Spanien, 2011,… mehr
2011
S. Dreiseitl, M. Osl - Effect of reject option on classifier performance - Proccedings of 23rd IEEE European Modeling & Simulation Symposium EMSS 2011, Roma, Italien, 2011, pp. 176-180 mehr
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:… mehr
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 mehr
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… mehr
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, Vereinigte… mehr
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, Spanien, 2009, pp.… mehr
2009
S. Dreiseitl, M. Osl - Feature selection based on pairwise classification performance - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2009, Las Palmas, Spanien, 2009, pp.… mehr
2009
S. Dreiseitl, L. Ohno-Machado - Support Vector Machines in Encyclopedia of Medical Decision Making (Editors: M. Kattan) - SAGE Publications, 2009, pp. 1101-1105 mehr
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,… mehr
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… mehr
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,… mehr
2009
S. Dreiseitl - Data processing beyond visual interpretation - Proceedings of the 10th International Congress of Dermatology, Prague, Tschechische Republik, 2009, pp. 81-86 mehr
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,… mehr
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, Vereinigte Staaten von Amerika,… mehr
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… mehr
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, Spanien, 2007, pp.… mehr
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, Spanien,… mehr
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,… mehr
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, Spanien, 2006, pp. 659-663 mehr
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, Vereinigte… mehr
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… mehr
2006
S. Vinterbo, S. Dreiseitl, L. Ohno-Machado - Approximation properties of haplotype tagging - BMC Bioinformatics, Vol. 7, No. 8, 2006, pp. 5 mehr
2005
W. Jacak, K. Pröll, S. Dreiseitl - Evidence-Based Therapy Planning - Proceedings of FH Science Day 2005, Steyr, Österreich, 2005, pp. 48-53 mehr
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,… mehr
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, Vereinigte… mehr
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,… mehr
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 mehr
2017
Die zunehmende Digitalisierung ist einer der wesentlichsten Trends in oberösterreichischen Unternehmen, welcher für die zukünftige Wettbewerbsfähigkeit vieler Organisationen bestimmend… mehr