Person

FH-Prof. PD DI Dr. Stephan Winkler

Bioinformatics, Machine Learning, System Identification, Genetic Programming

Education

Johannes Kepler University Linz
May 2018 - dato
Johannes Kepler Universität Linz, Dr. techn.
Oct 2004 - Feb 2008
Johannes Kepler Universität Linz, Informatik, Dipl.-Ing.
Oct 1999 - Sep 2004
Gymnasium Petrinum Linz, Humanistisches Gymnasium
Sep 1990 - Jun 1998

Professional career & activities

Johannes Kepler Universität Linz, Research Institute for Symbolic Computation, Lecturer
Oct 2009 - dato
FH OÖ, Department of Medical and Bioinformatics, Professor for Bioinformatics
Feb 2009 - dato
Research Center Hagenberg, FWF-Project "GP-Based Techniques for the Design of Virtual Sensors", Research Associate
Feb 2006 - Jan 2009
Linz Center of Mechatronics, R&D, Research Associate
Feb 2005 - Jan 2006
Johannes Kepler Universität Linz, Institute for Design and Control of Mechatronical Systems, Research Associate
Oct 2004 - Feb 2006
Johannes Kepler Universität Linz, Institute for Systems Theory and Simulation, Tutor
Mar 2003 - Jun 2004
Altenbetreuungsschule des Landes OÖ, Software Consultant, Programmer
Jul 2000 - Dec 2011
Programmierfabrik Hagenberg, Freelancer, Programmer
Apr 1999 - Sep 1999

Research interests

  • Genetic Programming
  • System Identification
  • Bioinformatics
  • Machine Learning
2019
G. J. Pirklbauer, C. Stieger, D. M. Borgmann, S. M. Winkler, K. Mechtler, V. Dorfer - MS Annika: A new Search Engine for Identifying Peptides from MS-cleavable Crosslink Data - Proceedings of the 2019 EuBIC Winter School on proteomics bioinformatics, Zakopane, Poland, 2019 more
2019
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - MS Ana: A spectral library search engine optimized for high-accuracy fragment ion data - Proceedings of the 2019 EuBIC Winter School on proteomics bioinformatics, Zakopane, Poland, 2019 more
2019
R. Haselgrübler, P. Lanzerstorfer, C. Röhrl, F. Stübl, J. Schurr, B. Schwarzinger, C. Schwarzinger, M. Brameshuber, S. Wieser, S. M. Winkler, J. Weghuber - Hypolipidemic effects of herbal extracts by reduction of adipocyte differentiation, intracellular neutral lipid content, lipolysis, fatty acid… more
2019
R. Haselgrübler, P. Lanzerstorfer, C. Röhrl, F. Stübl, J. Schurr, B. Schwarzinger, C. Schwarzinger, M. Brameshuber, S. Wieser, S. M. Winkler, J. Weghuber - Hypolipidemic effects of herbal extracts by reduction of adipocyte differentiation, intracellular neutral lipid content, lipolysis, fatty acid… more
2019
J. Vetter, J. Burghofer, T. Malli, G. Webersinke, W. Kranewitter, M. Wiederstein, S. Schaller, S. M. Winkler - A Bioinformatics Pipeline for Identifying Point Mutations in CML Patients - Proceedings of the 27th Annual International Conference on Intelligent Systems for Molecular Biology (ISMB), Basel,… more
2019
R. Reindl-Schwaighofer, J. Vetter, J. Weinberger, S. Schaller, A. Heinzel, G. Gualdoni, C. Aschauer , K. Jelencsics , K. Hu, S. M. Winkler, R. Oberbauer - T-Cell Repertoire of Tissue Infiltrating T-Cells at Time of Rejection - Proceedings of the American Transplant Congress, Boston, United States of… more
2019
G. K. Kronberger, L. Kammerer, B. Burlacu, S. M. Winkler, M. Kommenda, M. Affenzeller - Cluster Analysis of a Symbolic Regression Search Space in Genetic Programming in Theory and Practice XVI (Contributions to Book: Part/Chapter/Section 5), (Editors: W. Banzhaf, L. Spector, L. Sheneman) - Springer… more
2018
G. K. Kronberger, M. Kommenda, E. Lughofer, S. Saminger-Platz, A. Promberger, F. Nickel, S. M. Winkler, M. Affenzeller - Using robust generalized fuzzy modeling and enhanced symbolic regression to model tribological systems - Applied Soft Computing, 2018, pp. 610-624 more
2018
S. M. Winkler, M. Affenzeller, S. Winkler, G. K. Kronberger, M. Kommenda, P. Fleck - Similarity-based Analysis of Population Dynamics in Genetic Programming Performing Symbolic Regression in Genetic Programming Theory and Practice XIV (Contributions to Book: Part/Chapter/Section 1), (Editors: R. Riolo,… more
2018
J. Hidalgo, J. Colmenar, J. Velasco, G. K. Kronberger, S. M. Winkler, O. Garnica, J. Lanchares - Identification of Models for Glucose Blood Values in Diabetics by Grammatical Evolution in Handbook of Grammatical Evolution (Contributions to Book: Part/Chapter/Section 15), (Editors: Conor Ryan, Michael… more
2018
B. Burlacu, M. Affenzeller, M. Kommenda, G. K. Kronberger, S. M. Winkler - Schema Analysis in Tree-based Genetic Programming in Genetic Programming in Theory and Practice XV (Contributions to Book: Part/Chapter/Section 2), - Springer International Publishing, 2018, pp. 17-37 more
2018
V. Dorfer, S. Maltsev, S. M. Winkler, K. Mechtler - CharmeRT: Boosting Peptide Identifications by Chimeric Spectra Identification and Retention Time Prediction - Journal of Proteome Research, 2018, pp. 2581-2589 more
2018
J. Vetter, S. M. Winkler, T. Fraunhofer, S. Schaller - High-throughput Immune Repertoire Sequencing Analysis using the Software ImmunExplorer - Proceedings of the German Conference on Bioinformatics, Vienna, Austria, 2018 more
2018
J. Vetter, G. Halmerbauer, K. Arthofer, S. Schaller, C. Ausch, A. Shamiyeh, W. Schauer, T. Koenigswieser, S. M. Winkler - (Retrospektive) Prädiktion von medizinischen Komplikationen auf Basis von Routinedaten in Krankenhäusern mittels Multi-Model-Ensembles - Proceedings of the 4th Kepler Science Day,… more
2018
G. J. Pirklbauer, S. M. Winkler, K. Mechtler, V. Dorfer - Extensions to Peptide Spectrum Match Validation using Machine Learning - Proceedings of the German Conference on Bioinformatics, Vienna, Austria, 2018 more
2017
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - PhoStar: Identifying Tandem Mass Spectra of Phosphorylated Peptides before Database Search - Journal of Proteome Research, 2017 more
2017
J. Hidalgo, J. Colmenar, G. K. Kronberger, S. M. Winkler, O. Garnica, J. Lanchares - Data Based Prediction of Blood Glucose Concentrations Using Evolutionary Methods - JOURNAL OF MEDICAL SYSTEMS, Vol. 41, No. 142, 2017, pp. 1-20 more
2017
M. Affenzeller, S. M. Winkler, B. Burlacu, G. K. Kronberger, M. Kommenda, S. Wagner - Dynamic Observation of Genotypic and Phenotypic Diversity for Different Symbolic Regression GP variants - GECCO '17: Proceedings of the Genetic and Evolutionary Computation Conference Companion, Berlin, Germany,… more
2017
B. Plochberger, M. Brodesser, F. Hauser, J. Breuss, C. Gabriel, J. Jacak, S. M. Winkler, D. M. Borgmann, A. Hangler, M. Aspetsberger, L. Bindreiter - A Fast and Reliable Online-System for Platelet Viability Studies - BIOPHYSICAL JOURNAL, Vol. 112, No. 3, 2017 more
2017
B. Plochberger, M. Brodesser, F. Hauser, M. Axmann, J. Jacak, S. M. Winkler, L. Bindreiter, M. Aspetsberger - A Fast and Reliable Online-System for Platelet Viability Studies - ÖGMBT Meeting 2017, Innsbruck - CCB, Austria, 2017 more
2017
S. Mayr, M. Brodesser, F. Hauser, J. Breuss, M. Aspetsberger, D. M. Borgmann, S. M. Winkler, C. Gabriel, E. Priglinger, J. Jacak, B. Plochberger - A FAST AND RELIABLE ONLINE-SYSTEM FOR PLATELET VIABILITY STUDIES - Proceedings of the 61st Annual Biophysical Meeting, New Orleans, United States of America,… more
2017
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - Identifying tandem mass spectra of phosphorylated peptides before database search using machine-learning - Proceedings of the 2017 EuBIC Winter School on proteomics bioinformatics, Semmering, Austria, 2017 more
2017
M. Pavic, K. Bouchal, S. Fregnan, F. Hametner, M. Luckeneder, S. Weinzinger, J. Weinberger, S. M. Winkler, S. Schaller - ImmunExplorer Online: Implementation of a Webservice for Analyzing Clonality and Diversity of NGS Data - Proceedings of the 25th Annual International Conference on Intelligent Systems… more
2017
M. Affenzeller, B. Burlacu, S. M. Winkler, M. Kommenda, G. K. Kronberger, S. Wagner - Offspring Selection Genetic Algorithm Revisited: Improvements in Efficiency by Early Stopping Criteria in the Evaluation of Unsuccessful Individuals - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria,… more
2017
B. Burlacu, M. Affenzeller, M. Kommenda, G. K. Kronberger, S. M. Winkler - Analysis of Schema Frequencies in Genetic Programming - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spain, 2017, pp. 7 more
2017
G. K. Kronberger, B. Burlacu, M. Kommenda, S. M. Winkler, M. Affenzeller - Measures for the Evaluation and Comparison of Graphical Model Structures - Lecture Notes in Computer Science 10671, Las Palmas de Gran Canaria, Spain, 2017, pp. 283-290 more
2016
S. Mayr, D. M. Borgmann, H. Polin, S. Schaller, T. Endmayr, L. Obritzberger, V. Dorfer, C. Gabriel, S. M. Winkler, J. Jacak - Classification of Rhesus D Antigen Expression at Single Molecule Level by High-Resolution Fluorescence Microscopy and Machine Learning - Proceedings of the Annual Winterworkshop,… more
2016
D. M. Borgmann, S. Mayr, H. Polin, S. Schaller, V. Dorfer, L. Obritzberger, T. Endmayr, C. Gabriel, S. M. Winkler, J. Jacak - Single Molecule Fluorescence Microscopy and Machine Learning for Rhesus D Antigen Classification - Scientific Reports, Vol. 6, No. 32317, 2016 more
2016
S. Dorl, S. M. Winkler, K. Mechtler, V. Dorfer - Identifying tandem mass spectra of phosphorylated peptides before database search using machine-learning - Proceedings of the Austrian Proteomics Research Symposium (APRS2016), Wien, Austria, 2016 more
2016
E. Lughofer, G. K. Kronberger, M. Kommenda, S. Saminger-Platz, A. Promberger, F. Nickel, S. M. Winkler, M. Affenzeller - Robust Fuzzy Modeling and Symbolic Regression for Establishing Accurate and Interpretable Prediction Models in Supervising Tribological Systems - Proceedings of the 8th International… more
2016
J. Sendra, S. M. Winkler - A Heuristic and Evolutionary Algorithm to Optimize the Coefficients of Curve Parametrizations - Journal of Computational and Applied Mathematics, 2016, pp. 18-35 more
2015
A. Beham, J. Fechter, M. Kommenda, S. Wagner, S. M. Winkler, M. Affenzeller - Optimization Strategies for Integrated Knapsack and Traveling Salesman Problems - Lecture Notes in Computer Science LNCS 9520, Las Palmas, Gran Canaria, Spain, 2015, pp. 359-366 more
2015
M. Affenzeller, A. Beham, S. Vonolfen, E. Pitzer, S. M. Winkler, S. Hutterer, M. Kommenda, M. Kofler, G. K. Kronberger, S. Wagner - Simulation-Based Optimization with HeuristicLab in Applied Simulation and Optimization (Contributions to Book: Part/Chapter/Section 1), (Editors: M. Mujica Mota, I. De… more
2015
S. Schaller, J. Weinberger, R. Jimenez-Heredia, M. Danzer, R. Oberbauer, C. Gabriel, S. M. Winkler - ImmunExplorer (IMEX): a software framework for diversity and clonality analyses of immunoglobulins and T cell receptors on the basis of IMGT/HighV-QUEST preprocessed NGS data - BMC Bioinformatics, Vol.… more
2015
S. Mayr, D. M. Borgmann, H. Polin, S. Schaller, C. Gabriel, J. Jacak, S. M. Winkler - Characterization of Rare Aberrant D Antigens on Erythrocyte Cell Surfaces using Single Molecule Fluorescence Microscopy and Machine Learning - XVI. Annual Linz Winter Workshop, JKU Linz, Austria, 2015 more
2015
S. Schaller, J. Weinberger, M. Danzer, S. M. Winkler - Modelling States of Human Adaptive Immune Systems by Analyzing B- and T-Cell Receptors using Machine Learning - Lecture Notes in Computer Science LNCS 9520, Las Palmas, Gran Canaria, Spain, 2015 more
2015
S. Schaller, J. Weinberger, M. Danzer, S. M. Winkler - Detailed Analysis of Clonality, Diversity, and Gene Frequency Distributions in B- & T-Cell Receptors based on NGS Data - Proceedings of the VIB Conference Series: Revolutionizing Next-Generation Sequencing: Tools and Technologies, Leuven, Belgium,… more
2015
M. Danzer, J. Weinberger, R. Jimenez-Heredia, S. Schaller, S. Süssner, S. M. Winkler, J. Sunzenauer, R. Oberbauer, H. Steitzer, C. Gabriel - Profiling the T- and B-cell receptor repertoire of a patient with acute kidney rejection by high-throughput sequencing - Proceedings of the 29th European Immunogenetics… more
2015
M. Kommenda, M. Affenzeller, G. K. Kronberger, B. Burlacu, S. M. Winkler - Multi-Population Genetic Programming with Data Migration for Symbolic Regression in Computational Intelligence and Efficiency in Engineering Systems (Contributions to Book: Part/Chapter/Section 6), (Editors: G. Borowik, Z. Chaczko,… more
2015
L. Obritzberger, D. M. Borgmann, S. Schaller, V. Dorfer, A. Lindenmair, S. Wolbank, S. Hennerbichler, H. Redl, S. M. Winkler - Prediction of Stem Cell Differentiation in Human Amniotic Membrane Microscopy Images Using Machine Learning - Lecture Notes in Computer Science LNCS 9520, Las Palmas, Gran Canaria,… more
2015
D. M. Borgmann, P. Lanzerstorfer, V. Stadlbauer, U. Müller, S. M. Winkler, J. Weghuber - Bioinformatic analysis of total internal reflection fluorescence microscopy (TIRFM) data in the context of type 2 diabetes and cancer signaling - Proceedings of the 23rd Annual International Conference on Intelligent… more
2015
J. Jacak, S. Schaller, D. M. Borgmann, S. M. Winkler - Characterization of the Distance Relationship Between Localized Serotonin Receptors and Glia Cells on Fluorescence Microscopy Images of Brain Tissue - MICROSCOPY AND MICROANALYSIS, Vol. 21, No. 4, 2015 more
2015
L. Obritzberger, D. M. Borgmann, S. Schaller, V. Dorfer, A. Lindenmair, S. Wolbank, H. Redl, S. M. Winkler - Prediction of Mineralization Degree in Human Amniotic Membrane Using Image Processing Techniques and Machine Learning - Proceedings of the 11th Metaheuristics International Conference, Agadir,… more
2015
S. Schaller, J. Weinberger, R. Jimenez-Heredia, M. Danzer, S. M. Winkler - ImmunExplorer (IMEX): A detailed analysis of the health status of the immune system using NGS immunoglobulin and T cell receptor IMGT/HighV-QUEST data - 4th European Congress of Immunology, Vienna, Austria, 2015 more
2015
S. M. Winkler, G. K. Kronberger, M. Kommenda, S. Fink, M. Affenzeller - Dynamics of Predictability and Variable Influences Identified in Financial Data Using Sliding Window Machine Learning - Lecture Notes in Computer Science LNCS 9520, Las Palmas, Gran Canaria, Spain, 2015, pp. 326-333 more
2015
V. Dorfer, S. Maltsev, S. M. Winkler, K. Mechtler - Chimeric MS/MS Spectra Identification using MS Amanda - Proceedings of 63rd ASMS Conference on Mass Spectrometry and Allied Topics (ASMS 2015), St. Louis, United States of America, 2015 more
2015
M. Kommenda, S. M. Winkler - Parameter Identification for Simulation Models by Heuristic Optimization - Proceedings FFH 2015, Hagenberg, Austria, 2015, pp. 5 more
2015
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, B. Burlacu, S. Wagner - Sliding Window Symbolic Regression for Detecting Changes of System Dynamics in Genetic Programming Theory and Practice XII (Contributions to Book: Part/Chapter/Section 6), (Editors: Rick Riolo, William P. Worzel, Mark… more
2015
G. K. Kronberger, M. Kommenda, S. M. Winkler, M. Affenzeller - Using Contextual Information in Sequential Search for Grammatical Optimization Problems - Lecture Notes in Computer Science LNCS 9520, Las Palmas, Gran Canaria, Spain, 2015, pp. 417-424 more
2015
D. M. Borgmann, S. Mayr, H. Polin, L. Obritzberger, S. Schaller, V. Dorfer, J. Jacak, S. M. Winkler - Classifying Human Blood Samples Using Characteristics of Single Molecules and Cell Structures on Microscopy Images - Lecture Notes in Computer Science LNCS 9520, Las Palmas, Gran Canaria, Spain, 2015,… more
2015
S. M. Winkler, S. Schaller, D. M. Borgmann, V. Dorfer, M. Affenzeller, J. Jacak, H. Redl, J. Weghuber - Identification and classification of objects and motions in microscopy images of biological samples using heuristic algorithms in Studies in Computational Intelligence (Contributions to Book: Part/Chapter/Section… more
2015
B. Burlacu, M. Affenzeller, S. M. Winkler, M. Kommenda, G. K. Kronberger - Methods for Genealogy and Building Blocks Analysis in Genetic Programming in Computational Intelligence and Efficiency in Engineering Systems (Contributions to Book: Part/Chapter/Section 5), (Editors: G. Borowik, Z. Chaczko,… 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
2014
M. Affenzeller, S. M. Winkler, G. K. Kronberger, M. Kommenda, B. Burlacu, S. Wagner - Gaining Deeper Insights in Symbolic Regression in Genetic Programming Theory and Practice XI (Contributions to Book: Part/Chapter/Section 10), (Editors: Rick Riolo, Jason H. Moore, Mark Kotanchek) - Springer, 2014,… more
2014
P. Lanzerstorfer, V. Stadlbauer, D. M. Borgmann, J. Wruss, K. Schröder, S. M. Winkler, O. Höglinger, J. Weghuber - Identification of Novel Insulin Mimetic Drugs by Quantitative TIRF Microscopy - Biophysical Society Meeting 2014, San Francisco, United States of America, 2014 more
2014
W. Jacak, K. Pröll, S. M. Winkler - Neural Networks based Feature Selection in Biological Data Analysis in Advanced Methods and Applications in Computational Intelligence (Contributions to Book: Part/Chapter/Section 5), (Editors: R. Klempous, J. Nikodem, W. Jacak, Z. Chaczko) - Springer, 2014, pp.… more
2014
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - On the Identification of Virtual Tumor Markers and Tumor Diagnosis Predictors Using Evolutionary Algorithms in Advanced Methods and Applications in Computational Intelligence (Editors: R. Klempous, J. Nikodem,… more
2014
P. Lanzerstorfer, J. Wruss, S. Huemer, A. Steininger, U. Müller, M. Himmelsbach, D. M. Borgmann, S. M. Winkler, O. Höglinger, J. Weghuber - Bioanalytical Characterization of Apple Juice from 88 Grafted and Non-Grafted Apple Varieties Grown in Upper Austria. - JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY,… more
2014
S. Wagner, G. K. Kronberger, A. Beham, M. Kommenda, A. Scheibenpflug, E. Pitzer, S. Vonolfen, M. Kofler, S. M. Winkler, V. Dorfer, M. Affenzeller - Architecture and Design of the HeuristicLab Optimization Environment in Advanced Methods and Applications in Computational Intelligence (Contributions to… more
2014
M. Kommenda, M. Affenzeller, B. Burlacu, G. K. Kronberger, S. M. Winkler - Genetic Programming with Data Migration for Symbolic Regression - Companion Publication of the 2014 Genetic and Evolutionary Computation Conference, GECCO'14 Companion, Vancouver, Canada, 2014, pp. 1361-1366 more
2014
S. M. Winkler, S. Schaller, V. Dorfer, M. Affenzeller, G. Petz, M. Karpowicz - Data-based prediction of sentiments using heterogeneous model ensembles - Soft Computing, 2014, pp. 12 more
2014
S. Schaller, J. Weinberger, M. Danzer, S. M. Winkler - ImmunExplorer: A Framework for NGS-based Characterization and Visualization of the Human Immune System - Proceedings of the 22nd Annual International Conference on Intelligent Systems for Molecular Biology (ISMB), Boston, United States of America,… more
2014
V. Stadlbauer, P. Lanzerstorfer, D. M. Borgmann, J. Wruss, K. Schröder, S. M. Winkler, O. Höglinger, J. Weghuber - Total Internal Reflection Fluorescence (TIRF) Microscopy Guided Quantification of GLUT4 Translocation for the Identification of Insulin Mimetic Drugs - BIOPHYSICAL JOURNAL, Vol. 106, No.… more
2014
P. Lanzerstorfer, V. Stadlbauer, L. Chtcheglova, R. Haselgrübler, D. M. Borgmann, J. Wruss, P. Hinterdorfer, K. Schröder, S. M. Winkler, O. Höglinger, J. Weghuber - Identification of novel insulin mimetic drugs by quantitative total internal reflection fluorescence (TIRF) microscopy - BRITISH JOURNAL… more
2014
S. Schaller, J. Weinberger, M. Danzer, C. Gabriel, R. Oberbauer, S. M. Winkler - Mathematical Modeling of the Diversity in Human B and T Cell Receptors using Machine Learning - Proceedings of the 26th European Modeling and Simulation Symposium EMSS 2014, Bordeaux, France, 2014 more
2014
L. Obritzberger, S. Schaller, V. Dorfer, C. Loimayr, S. Hennerbichler, S. M. Winkler - Identification of Endothelial Cell Morphology in Cornea Using Evolution Strategies - Proceedings of the 26th European Modeling and Simulation Symposium EMSS 2014, Bordeaux, France, 2014 more
2014
V. Dorfer, P. Pichler, T. Stranzl, J. Stadlmann, T. Taus, S. M. Winkler, K. Mechtler - MS Amanda, a Universal Identification Algorithm Optimized for High Accuracy Tandem Mass Spectra - Journal of Proteome Research, Vol. 13, No. 8, 2014, pp. 3679-3684 more
2014
V. Dorfer, P. Pichler, T. Stranzl, S. M. Winkler, K. Mechtler - MS Amanda Stand-Alone for Integration in Proteomics Workflows - Proceedings of 62rd ASMS Conference on Mass Spectrometry and Allied Topics (ASMS 2014), Baltimore, United States of America, 2014 more
2014
V. Dorfer, P. Pichler, T. Stranzl, G. Dürnberger, S. M. Winkler, K. Mechtler - A Standalone Version of MS Amanda for Integration into Proteomics Workflows - Proceedings of the 13th Human Proteome Organization World Congress (HUPO 2014), Madrid, Spain, 2014 more
2014
V. Dorfer, G. Dürnberger, S. M. Winkler, K. Mechtler - Searching Chimeric MS/MS Spectra with MS Amanda - Proceedings of the 12th Austrian Proteomic Research Symposium (APRS 2014), Salzburg, Austria, 2014 more
2014
J. Weinberger, R. Jimenez-Heredia, S. Schaller, M. Danzer, J. Sunzenauer, S. Süssner, H. Polin, S. M. Winkler, R. Oberbauer, C. Gabriel - Next-generation sequencing based receptor repertoire analysis reveals that expanded B- and T-cells can be found in renal tissue as well as in peripheral blood - Proceedings… more
2014
P. Lanzerstorfer, J. Wruss, S. Huemer, A. Steininger, U. Müller, M. Himmelsbach, D. M. Borgmann, S. M. Winkler, O. Höglinger, J. Weghuber - Bioanalytical characterization of apple juice from 88 grafted and nongrafted apple varieties grown in Upper Austria - JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY,… more
2013
S. Schaller, J. Jacak, M. Sams, S. M. Winkler - Statistical Analysis of the Relationship between Spots and Structures in Microscopy Images - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria, Spain, 2013 more
2013
S. M. Winkler, M. Affenzeller, H. Stekel - An Integrated Clustering an Classification Approach for the Analysis of Tumor Patient Data - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria, Spain, 2013, pp. 230-233 more
2013
M. Kommenda, G. K. Kronberger, S. M. Winkler, M. Affenzeller, S. Wagner - Effects of Constant Optimization by Nonlinear Least Squares Minimization in Symbolic Regression - Companion Publication of the 2013 Genetic and Evolutionary Computation Conference, GECCO'13 Companion, Amsterdam, Netherlands,… more
2013
B. Burlacu, M. Affenzeller, M. Kommenda, S. M. Winkler, G. K. Kronberger - Visualization of Genetic Lineages and Inheritance Information in Genetic Programming - Companion Publication of the 2013 Genetic and Evolutionary Computation Conference, GECCO'13 Companion, Amsterdam, Netherlands, 2013, pp.… more
2013
V. Dorfer, P. Pichler, S. M. Winkler, K. Mechtler - MS Amanda: A Novel Algorithm for the Identification of High Accuracy Tandem Mass Spectrometry Data - 61st ASMS Conference on Mass Spectrometry and Allied Topics, Minneapolis, United States of America, 2013 more
2013
V. Dorfer, P. Pichler, S. M. Winkler, K. Mechtler - MS Amanda: A Novel Algorithm for the Identification of High Accuracy Tandem Mass Spectrometry Data - Proceedings of 11th Austrian Proteomic Research Symposium (APRS 2013), Innsbruck, Austria, 2013 more
2013
M. Affenzeller, S. M. Winkler, H. Stekel, S. Forstenlechner, S. Wagner - Improving the Accuracy of Cancer Prediction by Ensemble Confidence Evaluation - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria, Spain, 2013, pp. 316-323 more
2013
S. Schaller, J. Jacak, P. Bettelheim, D. Gschwandtner, S. M. Winkler - Analyzing Motion Characteristics of Single Molecules for Providing Evidence of PNH in Microscopy Images - Proceedings of the 21st Annual International Conference on Intelligent Systems for Molecular Biology (ISMB), Berlin, Germany,… more
2013
S. Schaller, J. Jacak, D. Gschwandtner, P. Bettelheim, S. M. Winkler - Identification of PNH Affected Cells by Classifying Motion Characteristics of Single Molecules - Proceedings of the International Workshop on Innovative Simulation for Health Care (IWISH), Athen, Greece, 2013, pp. 52-57 more
2013
J. Jacak, S. Schaller, M. Sams, D. M. Borgmann, R. Silye, S. M. Winkler - Spatial Analysis Approach for the Classification of Localization Microscopy Images - Linz Winter School 2013, Linz, Austria, 2013 more
2013
M. Kommenda, M. Affenzeller, G. K. Kronberger, S. M. Winkler - Nonlinear Least Squares Optimization of Constants in Symbolic Regression - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria, Spain, 2013, pp. 420-427 more
2013
S. M. Winkler, M. Affenzeller, H. Stekel - Evolutionary Identification of Cancer Predictors Using Clustered Data - Companion Publication of the 2013 Genetic and Evolutionary Computation Conference, GECCO'13 Companion, Amsterdam, Netherlands, 2013, pp. 1463-1470 more
2013
W. Jacak, K. Pröll, S. M. Winkler - Cross classification approach for feature selection - Lecture Notes in Computer Science LNCS 8111, Las Palmas de Gran Canaria, Spain, 2013, pp. 52-58 more
2012
B. Burlacu, M. Affenzeller, M. Kommenda, S. M. Winkler, G. K. Kronberger - Evolution Tracking in Genetic Programming - Proceedings of the 24th European Modeling and Simulation Symposium EMSS 2012, Vienna, Austria, 2012 more
2012
S. Schaller, S. M. Winkler, J. Weghuber, M. Sams, J. Jacak - µDetect: Design of a Framework for Optimized Structure Analysis in Fluorescence Microscopy Images - Proceedings of 6th FFH 2012, Graz, Austria, 2012, pp. 125-129 more
2012
G. Petz, M. Karpowicz, H. Fürschuß, A. Auinger, S. M. Winkler, S. Schaller, A. Holzinger - On Text Preprocessing for Opinion Mining Outside of Laboratory Environments - Active Media Technology, Macau, China, 2012, pp. 618-629 more
2012
V. Dorfer, P. Pichler, S. M. Winkler, K. Mechtler - Identifying HCD & ETD Spectra – A New Approach - Proceedings of the 10th Austrian Proteomic Research Symposium, Graz, Austria, 2012 more
2012
S. Schaller, J. Jacak, D. M. Borgmann, J. Weghuber, S. M. Winkler - An Image Analysis Suite for Automated Spot Detection in Cellular and Nano Structures of Microscopy Images - Proceedings of the 20th Annual International Conference on Intelligent Systems for Molecular Biology (ISMB), Long Beach, CA,… more
2012
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Data Based Prediction of Tumor Diagnoses and the Role of Tumor Markers - Proceedings of the 20th Annual International Conference on Intelligent Systems for Molecular Biology (ISMB), Long Beach, CA, United States of America, 2012 more
2012
S. M. Winkler, M. Affenzeller, H. Stekel - Analysis of the Relevance of Blood Parameters and Virtual Tumor Markers in Tumor Diagnosis Prediction - Proceedings of IEEE APCAST'12 Conference, Sydney, Australia, 2012 more
2012
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Variable Interaction Networks in Medical Data - Proceedings of the 24th European Modeling and Simulation Symposium EMSS 2012, Vienna, Austria, 2012, pp. 265-270 more
2012
M. Affenzeller, S. M. Winkler, S. Forstenlechner, G. K. Kronberger, M. Kommenda, S. Wagner, H. Stekel - Enhanced Confidence Interpretations of GP-based Ensemble Modeling Results - Proceedings of the 24th European Modeling and Simulation Symposium EMSS 2012, Vienna, Austria, 2012, pp. 340-345 more
2012
M. Kommenda, G. K. Kronberger, S. Wagner, S. M. Winkler, M. Affenzeller - On the Architecture and Implementation of Tree-based Genetic Programming in HeuristicLab - Companion Publication of the 2012 Genetic and Evolutionary Computation Conference, GECCO'12 Companion, Philadelphia, United States of… more
2012
H. Fürschuß, G. Petz, P. Faschang, S. Schaller, S. M. Winkler, V. Dorfer - Qualitative Bedarfserhebung an Opinion Mining Tools im Web 2.0 - Proceedings of 6th FFH 2012, Graz, Austria, 2012, pp. 33-36 more
2012
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Analysis of Selected Evolutionary Algorithms in Feature Selection and Parameter Optimization for Data Based Tumor Marker Modeling - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 6927, No. 1, 2012, pp. 335-342 more
2012
M. Kommenda, G. K. Kronberger, C. Feilmayr, L. Schickmair, M. Affenzeller, S. M. Winkler, S. Wagner - Application of Symbolic Regression on Blast Furnace and Temper Mill Datasets - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 6927, No. 1, 2012, pp. 400-407 more
2012
S. Schaller, S. M. Winkler, V. Dorfer, G. Petz, H. Fürschuß - A Machine Learning Suite for Opinion Mining in Web 2.0 - Proceedings of IEEE APCAST'12 Conference, Sydney, Australia, 2012, pp. 10-13 more
2012
D. Borgmann, J. Weghuber, S. Schaller, J. Jacak, S. M. Winkler - Identification of Patterns in Microscopy Images of Biological Samples using Evolution Strategies - Proceedings of the 24th European Modeling and Simulation Symposium EMSS 2012, Vienna, Austria, 2012, pp. 271-276 more
2011
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Analysis of Selected Evolutionary Algorithms in Feature Selection and Parameter Optimization for Data Based Tumor Marker Modeling - Proceedings of International Conference on Computer Aided Systems Theory EUROCAST… more
2011
S. Wagner, M. Affenzeller, A. Beham, G. K. Kronberger, S. M. Winkler - Mutation Effects in Genetic Algorithms with Offspring Selection Applied to Combinatorial Optimization Problems - Proceedings of the fifth Research Forum of the Austrian University of Applied Sciences, Wien (Favoriten), Austria, 2011,… more
2011
S. M. Winkler, M. Affenzeller, H. Stekel - Genetic Programming for the Data Based Generation of Medical Diagnosis Models. - Journal of Clinical Chemistry and Laboratory Medicine, Berlin, Germany, 2011 more
2011
V. Dorfer, S. M. Winkler, T. Kern, G. Petz, P. Faschang - Analysis of Single-Objective and Multi-Objective Evolutionary Algorithms in Keyword Cluster Optimization - Proceedings of International Conference on Computer Aided Systems Theory EUROCAST 2011, Las Palmas, Spain, 2011, pp. 3 more
2011
S. Wagner, A. Beham, G. K. Kronberger, M. Kommenda, E. Pitzer, M. Kofler, S. Vonolfen, S. M. Winkler, V. Dorfer, M. Affenzeller - HeuristicLab 3.3: An Extendable and Flexible Software System for Heuristic Optimization - Proceedings of the fifth Research Forum of the Austrian University of Applied Sciences,… more
2011
P. Faschang, G. Petz, V. Dorfer, T. Kern, S. M. Winkler - A process modell for opinion mining on web 2.0 - Proceedings of the fifth Research Forum of the Austrian University of Applied Sciences, Wien (Favoriten), Austria, 2011, pp. 144-147 more
2011
P. Faschang, G. Petz, V. Dorfer, T. Kern, S. M. Winkler - An Approach to Mining Consumer's Opinion on the Web - Proceedings of the 13th International Conference on Computer Aided Systems Theory (EUROCAST 2011), Las Palmas de Gran Canaria, Spain, 2011, pp. 37-39 more
2011
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - Data Based Identification of Estimation Models for Tumor Markers Using Evolutionary Computation - Proceedings of the 19th Annual International Conference on Intelligent Systems for Molecular Biology and 10th… more
2011
S. M. Winkler, M. Affenzeller, S. Wagner - Analysis of the Effects of Enhanced Selection Concepts for Genetic Programming Based Structure Identification Using Fine-Grained Population Diversity Estimation - Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2011, Dublin, Ireland,… more
2011
V. Dorfer, S. M. Winkler, T. Kern, S. Blank, G. Petz, P. Faschang - On the Performance of Evolutionary Algorithms in Biomedical Keyword Clustering - Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2011, Dublin, Ireland, 2011 more
2011
V. Dorfer, S. M. Winkler, T. Kern, S. Blank, G. Petz, P. Faschang - Keyword Clustering in Biomedical Information Retrieval Using Evolutionary Algorithms - Proceedings of the 19th Annual International Conference on Intelligent Systems for Molecular Biology and 10th European Conference on Computational… more
2011
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Identification of Cancer Diagnosis Estimation Models Using Evolutionary Algorithms - A Case Study for Breast Cancer, Melanoma, and Cancer in the Respiratory System - Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2011, Dublin,… more
2011
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Data Based Prediction of Classification of Tumor Markers AFP, CA-125, CA15-3, CEA, CYFRA, and PSA. - Journal of Clinical Chemistry and Laboratory Medicine, Berlin, Germany, 2011 more
2011
S. M. Winkler, M. Affenzeller, G. K. Kronberger, M. Kommenda, S. Wagner, W. Jacak, H. Stekel - On the Use of Estimated Tumor Marker Classifications in Tumor Diagnosis Prediction - A Case Study for Breast Cancer - Proccedings of 23rd IEEE European Modeling & Simulation Symposium EMSS 2011, Roma, Italy,… more
2011
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Heuristic Tumor Markers - Data Based Identification of Classification Models for Tumor Markers. - Symposium 2011 of the German, Austrian, and Swiss Societies for Hematology and Onkology, Basel, Germany, 2011 more
2011
P. Faschang, G. Petz, M. Wimmer, V. Dorfer, S. M. Winkler - Evaluation of Tools for Opinion Mining - Proceedings of the 2011 international Conference on E-Learning, E-Business, Enterprise Information Systems & E-Government, Las Vegas, United States of America, 2011, pp. 3-9 more
2011
M. Affenzeller, S. Wagner, S. M. Winkler, A. Beham - Analysis of Allele Distribution Dynamics in Different Genetic Algorithms in Recent Advances in Intelligent Engineering Systems (Contributions to Book: Part/Chapter/Section 378), (Editors: János Fodor, Ryszard Klempous, Carmen Paz Suárez Araujo)… more
2011
M. Affenzeller, C. Fischer, G. K. Kronberger, S. M. Winkler, S. Wagner - New Genetic Programming Hypothesis Search Strategies for Improving the Interpretability in Medical Data Mining Applications - Proccedings of 23rd IEEE European Modeling & Simulation Symposium EMSS 2011, Roma, Italy, 2011 more
2011
M. Affenzeller, S. M. Winkler, W. Jacak, H. Stekel - Cancer Prediction Models Based on Blood Data with and without Tumor Marker Information - Symposium 2011 of the German, Austrian, and Swiss Societies for Hematology and Onkology, Basel, Germany, 2011 more
2010
S. M. Winkler, S. Auer, M. Affenzeller - Heuristic Modeling of Time Course Data of Patiens Suffering from Alzheimer's Disease - Proceedings of the 4th Symposium of Austrian Universities of Applied Sciences, Pinkafeld, Austria, 2010, pp. 23-28 more
2010
S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger, M. Kommenda - Analysis of Structural Similarities of Mathematical Models in the Context of Genetic Programming - Proceedings of the 4th Symposium of Austrian Universities of Applied Sciences, Pinkafeld, Austria, 2010, pp. 315-320 more
2010
S. M. Winkler - Structural Versus Evaluation Based Solutions Similarity in Genetic Programming Based System Identification - Proceedings of the 2010 Workshop on Nature Inspired Cooperative Strategies for Optimization (NICSO 2010), Granada, Spain, 2010 more
2010
M. Affenzeller, S. Wagner, S. M. Winkler, A. Beham - Analysis of the Dynamics of Allele Distribution for some Selected GA-variants - Proceedings of the 14th IEEE International Conference on Intelligent Engineering Systems INES 2010, Las Palmas, Spain, 2010, pp. 13-18 more
2010
S. Wagner, A. Beham, G. K. Kronberger, M. Kommenda, E. Pitzer, M. Kofler, S. Vonolfen, S. M. Winkler, V. Dorfer, M. Affenzeller - HeuristicLab 3.3: A unified approach to metaheuristic optimization - Proceedings of the 7th spanish congress on Metaheuristics, Evolutionary and Bioinspired Algorithms (MAEB'2010),… more
2010
S. Wagner, M. Affenzeller, A. Beham, G. K. Kronberger, S. M. Winkler - Mutation Effects in Genetic Algorithms with Offspring Selection Applied to Combinatorial Optimization Problems - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Morocco, 2010, pp. 43-48 more
2010
S. M. Winkler, M. Affenzeller, G. K. Kronberger, S. Wagner, W. Jacak, H. Stekel - Feature Selection in the Analysis of Tumor Marker Data Using Evoutionary Algorithms - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Morocco, 2010, pp. 1-6 more
2010
S. M. Winkler, M. Affenzeller, W. Jacak, H. Stekel - Classification of Tumor Marker Values Using Heuristic Data Mining Methods - Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2010, Portland, United States of America, 2010, pp. 8 more
2010
M. Affenzeller, S. Wagner, S. M. Winkler - Effective allele preservation by offspring selection: an empirical study for the TSP - International Journal of Simulation and Process Modelling, Vol. 6, No. 1, 2010, pp. 29-39 more
2010
V. Dorfer, S. M. Winkler, T. Kern, G. Petz, P. Faschang - Optimization of Keyword Grouping in Biomedical Information Retrieval Using Evolutionary Algorithms - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Morocco, 2010, pp. 25-30 more
2010
M. Affenzeller, L. Pöllabauer, G. K. Kronberger, E. Pitzer, S. Wagner, S. M. Winkler, A. Beham, M. Kofler - On-Line Parameter Optimization Strategies for Metaheuristics - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Morocco, 2010, pp. 31-36 more
2010
G. K. Kronberger, S. M. Winkler, M. Affenzeller, M. Kommenda, S. Wagner - Effects of Mutation Before and After Offspring Selection in Genetic Programming for Symbolic Regression - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Morocco, 2010, pp. 37-42 more
2010
M. Kommenda, G. K. Kronberger, M. Affenzeller, S. M. Winkler, C. Feilmayr, S. Wagner - Symbolic Regression with Sampling - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Morocco, 2010, pp. 13-18 more
2010
C. Fischer, L. Bloder, C. Neumüller, S. Pimminger, M. Affenzeller, S. M. Winkler, H. Stekel, R. Frechinger - Prediction of Blood Demands in a Hospital - 22nd European Modeling and Simulation Symposium EMSS 2010, Fes, Morocco, 2010, pp. 6 more
2009
M. Affenzeller, S. M. Winkler, S. Wagner, A. Beham - Genetic Algorithms and Genetic Programming - Consortium of Higher Education Researchers, 2009 more
2009
S. M. Winkler, M. Affenzeller, S. Wagner - On the Reliability of Nonlinear Modeling Using Enhanced Genetic Programming Techniques - Topics on Chaotic Systems - Selected Papers from CHAOS 2008 International Conference, Vol. 1, No. 1, 2009, pp. 24-31 more
2009
S. M. Winkler, M. Affenzeller, S. Wagner - Using Enhanced Genetic Programming Techniques for Evolving Classifiers in the Context of Medical Diagnosis - Genetic Programming and Evolvable Machines, Vol. 10, No. 2, 2009, pp. 111-140 more
2009
S. M. Winkler - Evolutionary System Identification - Modern Concepts and Practical Applications - Trauner Verlag Linz, 2009 more
2009
M. Affenzeller, A. Beham, S. Wagner, S. M. Winkler - About the Dynamics of Essential Genetic Information: An Empirical Analysis for Selected GA-Variants - Proceedings of the 2009 World Summit on Genetic and Evolutionary Computation (2009 GEC Summit), Shanghai, China, 2009, pp. 787-790 more
2009
S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger - Analysis of Patient Data and Evolutionary Design of Virtual Sensors for Diseases - Proceedings of the 3rd Symposium of Austrian Universities of Applied Sciences, Fachhochschule Kärnten, Villach, Austria, 2009, pp. 56-61 more
2009
S. M. Winkler, M. Affenzeller, S. Wagner - Fine Grained Population Diversity Analysis for Parallel Genetic Programming - Proceedings of the IEEE International Parallel & Distributed Processing Symposium IPDPS 2009, Roma, Italy, 2009, pp. 8 more
2009
M. Affenzeller, S. M. Winkler, S. Wagner, A. Beham, G. K. Kronberger, M. Kofler - Metaheuristic Optimization in Hagenberg Research (Editors: B. Buchberger et al.) - Springer Vieweg, 2009, pp. 103-156 more
2009
G. K. Kronberger, S. M. Winkler, M. Affenzeller, S. Wagner - On Crossover Success Rate in Genetic Programming with Offspring Selection - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5481, No. 1, 2009, pp. 232-243 more
2009
G. K. Kronberger, S. M. Winkler, M. Affenzeller, A. Beham, S. Wagner - On the Success Rate of Crossover Operators for Genetic Programming with Offspring Selection - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5717, No. 2009, 2009, pp. 793-800 more
2009
M. Kommenda, G. K. Kronberger, S. M. Winkler, M. Affenzeller, S. Wagner, L. Schickmair, B. Lindner - Application of Genetic Programming on Temper Mill Datasets - Proceedings of the IEEE 2nd International Symposium on Logistics and Industrial Informatics (Lindi 2009), Linz, Austria, 2009, pp. 58-62 more
2009
S. M. Winkler, S. Auer, M. Affenzeller, Y. Donabauer, B. Reisberg - Heuristic Modeling of the Mental Progress of Persons with Normal Brain Aging, Subjective Cognitive Impairment, Mild Cognitive Impairment, Alzheimer's Disease and Related Dementia Disorders - Proceedings of 21st European Modeling… more
2009
R. Mayrhofer, S. M. Winkler, H. Hlavacs, M. Affenzeller, S. Schneider - On Structural Identification of 2D Regression Functions for In-door Bluetooth Localisation - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5717, No. 1, 2009, pp. 801-808 more
2009
M. Affenzeller, S. M. Winkler, A. Beham, S. Wagner - On the Influence of Selection Schemes on the Genetic Diversity in Genetic Algorithms - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5717, No. 1, 2009, pp. 777-784 more
2009
R. Mayrhofer, S. M. Winkler, H. Hlavacs, M. Affenzeller, S. Schneider - On Structural Identification of 2D Regression Functions for In-door - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2009, Las Palmas, Spain, 2009, pp. 801-808 more
2009
S. M. Winkler, M. Hirsch, M. Affenzeller, L. DelRe, S. Wagner - Virtual Sensors for Emissions of a Diesel Engine Produced by Evolutionary System Identification - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5717, No. 1, 2009, pp. 657-664 more
2009
S. Wagner, G. K. Kronberger, A. Beham, S. M. Winkler, M. Affenzeller - Model Driven Rapid Prototyping of Heuristic Optimization Algorithms - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 5717, No. 1, 2009, pp. 729-736 more
2008
S. Wagner, G. K. Kronberger, A. Beham, S. M. Winkler, M. Affenzeller - Modeling of Heuristic Optimization Algorithms - Proceedings of the 20th European Modeling and Simulation Symposium, Campora San Giovanni, Italy, 2008, pp. 106-111 more
2008
A. Beham, S. M. Winkler, S. Wagner, M. Affenzeller - A Genetic Programming Approach to Solve Scheduling Problems with Parallel Simulation - Proceedings of the 22nd IEEE International Parallel & Distributed Processing Symposium, Miami, United States of America, 2008, pp. 5 more
2008
M. Affenzeller, S. M. Winkler, S. Wagner - Evolutionary System Identification: New Algorithmic Concepts and Applications in Advances in Evolutionary Algorithms (Editors: V. Kordic) - I-Tech Education and Publishing, 2008, pp. 29-48 more
2008
S. M. Winkler, M. Affenzeller, S. Wagner - On the Reliability of Nonlinear Modeling Using Enhanced Genetic Programming Techniques - Proceedings of the Chaotic Modeling and Simulation International Conference CHAOS 2008, Chania, Greece, 2008, pp. 8 more
2008
S. M. Winkler - Evolutionary System Identification - Modern Concepts and Practical Applications, 2008 more
2008
M. Affenzeller, S. Wagner, S. M. Winkler - Effective Allele Preservation by Offspring Selection: An empirical study for the TSP - Proceedings of the 20th European Modeling and Simulation Symposium, Campora San Giovanni, Italy, 2008, pp. 59-68 more
2008
G. K. Kronberger, S. M. Winkler, M. Affenzeller, S. Wagner - Data Mining via Distributed Genetic Programming Agents - Proceedings of the 20th European Modeling and Simulation Symposium, Campora San Giovanni, Italy, 2008, pp. 95-99 more
2008
S. M. Winkler, M. Affenzeller, S. Wagner - The Use of Genetic Programming in Mechatronics - Proceedings of the International Forum Mechatronics 2008, Stuttgart, Germany, 2008, pp. 344-359 more
2008
S. M. Winkler, M. Affenzeller, S. Wagner - Variables Diversity in Systems Identification Based on Extended Genetic Programming - INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, Vol. 34, No. 2, 2008, pp. 27-34 more
2008
S. M. Winkler, M. Hirsch, M. Affenzeller, L. DelRe, S. Wagner - Incorporating Physical Knowledge about the Formation of Nitric Oxides into Evolutionary System Identification - Proceedings of 20th European Modeling and Simulation Symposium EMSS 2008, Campora San Giovanni, Italy, 2008, pp. 69-74 more
2008
S. M. Winkler, M. Affenzeller, S. Wagner - Fine-Grained Population Diversity Estimation for Genetic Programming Based Structure Identification - Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2006, Atlanta, GA, United States of America, 2008, pp. 1435-1436 more
2007
M. Affenzeller, G. K. Kronberger, S. M. Winkler, M. Ionescu, S. Wagner - Heuristic Optimization Methods for the Tuning of Input Parameters of Simulation Models - Proceedings of International Mediterranean Modelling Multiconference I3M2007, Genoa, Italy, 2007, pp. 278-283 more
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Advanced Genetic Programming Based Machine Learning - Journal of Mathematical Modelling and Algorithms, Vol. 6, No. 3, 2007, pp. 455-480 more
2007
S. M. Winkler, H. Efendic, M. Affenzeller, L. DelRe, S. Wagner - On-Line Modeling Based on Genetic Programming - International Journal on Intelligent Systems Technologies and Applications, Vol. 2, No. 2, 2007, pp. 255-270 more
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Selection Pressure Driven Sliding Window Genetic Programming - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2007, Las Palmas, Spain, 2007, pp. 272-274 more
2007
S. M. Winkler, B. Brandl, M. Affenzeller, S. Wagner - Zeitreihenanalyse von Finanzdaten unter Verwendung von erweiterten Methoden der Genetischen Programmierung - Proceedings of the First Science Symposium of the Austrian Universities for Applied Sciences, Campus Urstein, Austria, 2007, pp. 213-218 more
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Variables Diversity in Systems Identification Based on Genetic Programming - Proceedings of the 16th International Conference on Systems Science, Wroclaw, Poland, 2007, pp. 470-479 more
2007
S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger, A. Beham - Evolutionäres Design von Virtuellen Sensoren - Proceedings of the Industrial Symposium Mechatronics 2007 on Sensorics, Linz, Austria, 2007, pp. 166-175 more
2007
M. Affenzeller, S. Wagner, S. M. Winkler - Self-Adaptive Population Size Adjustment for Genetic Algorithms - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 4739, No. 4739, 2007, pp. 820-828 more
2007
B. Plochberger, M. Brodesser, F. Hauser, J. Jacak, S. M. Winkler, D. M. Borgmann, S. Mayr, J. Breuss, C. Gabriel, A. Hangler, M. Aspetsberger, L. Bindreiter - Blood cell viability study via real-time image analysis exemplified by the platelet activation state - Austrian Atherosclerosis Society, 2007 more
2007
M. Affenzeller, S. Wagner, S. M. Winkler - Aspects of Adaptation in Natural and Artificial Evolution - GECCO 2007 Genetic and Evolutionary Computation Conference, London, United Kingdom of Great Britain and Northern Ireland, 2007, pp. 2595-2602 more
2007
S. M. Winkler, M. Affenzeller, S. Wagner - Selection Pressure Driven Sliding Window Genetic Programming - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 4739, No. 4739, 2007, pp. 788-795 more
2007
S. Wagner, S. M. Winkler, E. Pitzer, G. K. Kronberger, A. Beham, R. Braune, M. Affenzeller - Benefits of Plugin-Based Heuristic Optimization Software Systems - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 4739, No. 4739, 2007, pp. 747-754 more
2007
S. M. Winkler - Industrial Symposium Mechatronics 2007 - Proceedings of the Industrial Symposium Mechatronics 2007 on Sensorics, Linz, Austria, 2007 more
2006
S. M. Winkler, M. Affenzeller, S. Wagner - HeuristicModeler: A Multi-Purpose Evolutionary Machine Learning Algorithm and its Applications in Medical Data Analysis - Proceedings of the International Mediterranean Modelling Multiconference (I3M 2015), Barcelona, Spain, 2006, pp. 629-634 more
2006
S. M. Winkler, M. Affenzeller, S. Wagner - Automatic Data Based Patient Classification Using Genetic Programming - Cybernetics and Systems 2006, Wien, Austria, 2006, pp. 251-256 more
2006
S. M. Winkler, M. Affenzeller, S. Wagner - Advances in Applying Genetic Programming to Machine Learning, Focussing on Classification Problems - Proceedings of the 20th IEEE International Parallel & Distributed Processing Symposium IPDPS 2006, Rhodos, Greece, 2006, pp. 1-10 more
2006
S. M. Winkler, M. Affenzeller, S. Wagner - Sets of Receiver Operating Characteristic Curves and their Use in the Evaluation of Multi-Class Classification - Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2006, Seattle, United States of America, 2006, pp. 1601-1602 more
2006
S. M. Winkler, H. Efendic, L. DelRe - Quality Pre-Assesment in Steel Industry Using Data Based Estimators - Proceedings of the IFAC Workshop MMM’2006 on Automation in Mining, Mineral and Metal Industry, Cracow, Poland, 2006, pp. 185-190 more
2005
M. Affenzeller, S. Wagner, S. M. Winkler - Goal-Oriented Preservation of Essential Genetic Information by Offspring Selection - GECCO 2005 Genetic and Evolutionary Algorithms Conference, Washington D.C., United States of America, 2005, pp. 1595-1596 more
2005
L. DelRe, P. Langthaler, C. Furtmüller, S. M. Winkler, M. Affenzeller - NOx Virtual Sensor Based on Structure Identification and Global Optimization - SAE 2005 Transaction Journal of Engines, Vol. 14, No. 3, 2005, pp. 126-134 more
2005
M. Affenzeller, S. Wagner, S. M. Winkler - GA-Selection Revisited from an ES-Driven Point of View - LECTURE NOTES IN COMPUTER SCIENCE, Vol. 3562, No. 3562, 2005, pp. 262-271 more
2005
S. M. Winkler, M. Affenzeller, S. Wagner - Solving Multiclass Classification Problems by Genetic Programming - Proceedings of the 9th World Multi-Conference on Systemics, Cybernetics and Informatics (WMSCI) 2005, Orlando, United States of America, 2005, pp. 48-53 more
2005
S. M. Winkler, D. Alberer, P. Langthaler, L. DelRe - Design eines virtuellen Sensors für Partikelmessung am Dieselmotor - Proceedings of the 14th Styrian Seminar on Control Engineering and Process Automation, Retzhof, Austria, 2005, pp. 71-87 more
2005
S. M. Winkler, M. Affenzeller, S. Wagner - New Methods for the Identification of Nonlinear Model Structures Based Upon Genetic Programming Techniques - Systems Science, Vol. 31, No. 1, 2005, pp. 5-13 more
2005
S. M. Winkler, M. Affenzeller, S. Wagner - Genetic Programming Based Model Structure Identification Using On-Line System Data - Proceedings of Conceptual Modeling and Simulation Conference (CMS 2005), Marseille, France, 2005, pp. 177-186 more
2005
S. M. Winkler, M. Affenzeller, S. Wagner - A Genetic Programming Based Tool for Supporting Bioinformatical Classification Problems - Proceedings of FH Science Day 2005, Steyr, Austria, 2005, pp. 3-10 more
2005
S. M. Winkler, L. DelRe, D. Alberer, P. Langthaler - Virtual Sensor Design of Particulate and Nitric Oxide Emissions in a DI Diesel Engine - Proceedings of the 7th International Conference on Engines for Automobile ICE 2005, Capri, Italy, 2005, pp. 1-10 more
2005
S. M. Winkler, H. Efendic, M. Affenzeller, L. DelRe, S. Wagner - On-Line Modeling Based on Genetic Programming - Proceedings of the 1st International Workshop on Automatic Learning and Real-Time (ALaRT'05), Siegen, Germany, 2005, pp. 119-130 more
2004
S. M. Winkler, M. Affenzeller, S. Wagner - New Methods for the Identification of Nonlinear Model Structures Based Upon Genetic Programming Techniques - Proceedings of the 15th International Conference on Systems Science, Wroclaw, Poland, 2004, pp. 386-393 more
2004
S. M. Winkler - Identifying Nonlinear Model Structures Using Genetic Programming - Johannes Kepler Universität Linz, 2004 more
2004
S. M. Winkler, M. Affenzeller, S. Wagner - Identifying Nonlinear Model Structures Using Genetic Programming Techniques - Cybernetics and Systems 2004, Wien, Austria, 2004, pp. 689-694 more
2017
The FFG programme line stipulates that COMET K1-Centres should be formed betweenscience and industry and that the work should be carried out on a competitive basis. Theproposed K1-Centre “Feed and… more
2015
Chronic diseases often decrease the quality of life and the well-being of patients. The aim of this project is to develop a platform that supports self-help strategies for people with chronic diseases:… more
2014
This project aims to develop novel algorithms in order to gain additional optimization potential by modeling and optimizing interrelated logistics and production processes in an integrative way.Efficient… more
2013
Fluorescence microscopy is going to become one of the core technologies for biomedical research and diagnostics. Therefore, image analysis is an increasing challenge for biomedical researchers. In the… more
2013
To identify proteins in biological samples mass spectrometry (MS) is most often applied: proteins are digested to peptides which are subsequently analyzed. Within the last decade, a new generation of mass… more
2013
Within the Regio 13 project "Transplant - markers for humoral and cellular rejection after renal transplantation" (Lead: Blutzentrale of the OÖRK) we research whether and how next-generation… more
2011
2011
Receptor proteins on the surface of human cells play a key role in the transmission of signals from the environment into the interior of the cell. A complex network of these proteins controls all cellular… more
2010
In our modern knowledge society, the effective use of mostly unstructured and exponentially growing data is one of the biggest challenges for computer science. Humans as information receivers only have… more
2010
HeuristicLab is an open source system for heuristic optimization that features several metaheuristic optimization algorithms (e.g., genetic algorithms, genetic programming, evolution strategies, tabu search,… more
2010
A. Schrempf, S. M. Winkler, H. Efendic, G. Hohenbichler - METHOD FOR MONITORING AN INDUSTRIAL PLANT, 2010