Prof.(FH) DI Dr. Stephan Winkler

Telefon:	+43 (0)50804-22720
Fax:	+43 (0)50804-22799
E-Mail:	stephan.winkler@fh-hagenberg.at

Ausbildung:

10/2004 - 2/2008	Johannes Kepler Universität Linz, Dr. techn.
10/1999 - 9/2004	Johannes Kepler Universität Linz, Informatik, Dipl.-Ing.
9/1990 - 6/1998	Gymnasium Petrinum Linz, Humanistisches Gymnasium

Berufliche Laufbahn & Aktivitäten:

10/2009 - dato	Johannes Kepler Universität Linz, Institut für Symbolisches Rechnen, Lektor
2/2009 - dato	FH OÖ, Studiengang für Medizin- und Bioinformatik, Professor für Bioinformatik
7/2000 - dato	Altenbetreuungsschule des Landes OÖ, Software Consultant, Programmierer
2/2006 - 1/2009	Research Center Hagenberg, FWF-Projekt "GP-Based Techniques for the Design of Virtual Sensors", Wissenschaftlicher Mitarbeiter
10/2004 - 2/2006	Johannes Kepler Universität Linz, Institut für Design und Regelung Mechatronischer Systeme, Wissenschaftlicher Mitarbeiter
2/2005 - 1/2006	Linz Center of Mechatronics, F&E, Wissenschaftlicher Mitarbeiter
3/2003 - 6/2004	Johannes Kepler Universität Linz, Institut für Systemtheorie und Simulation, Tutor
4/1999 - 9/1999	Programmierfabrik Hagenberg, Freier Mitarbeiter, Programmierer

Forschungsinteressen:

Bioinformatik, Genetische Programmierung, Maschinelles Lernen, Systemidentifikation

Wissenschaftsgebiete:

Forschungsschwerpunkte:

Forschungseinheiten:

Publikationen:

2011	Application of Symbolic Regression on Blast Furnace and Temper Mill Datasets 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 - Proceedings of International Conference on Computer Aided Systems Theory EUROCAST 2011, Las Palmas, Spanien, 2011, pp. 305-307
2011	Mutationseffekte in genetischen Algorithmen mit Offspring Selection zur Lösung kombinatorischer Optimierungsprobleme S. Wagner, M. Affenzeller, A. Beham, G. K. Kronberger, S. M. Winkler - Mutationseffekte in genetischen Algorithmen mit Offspring Selection zur Lösung kombinatorischer Optimierungsprobleme - Tagungsband FFH 2011 (5. Forschungsforum der österreichischen Fachhochschulen), Wien (Favoriten), Österreich, 2011, pp. 162-163
2011	HeuristicLab 3.3: Ein erweiterbares und flexibles Softwaresystem für heuristische Optimierung 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: Ein erweiterbares und flexibles Softwaresystem für heuristische Optimierung - Tagungsband FFH 2011 (5. Forschungsforum der österreichischen Fachhochschulen), Wien (Favoriten), Österreich, 2011, pp. 164-165
2011	Data Based Identification of Estimation Models for Tumor Markers Using Evolutionary Computation 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 (ISMB) and 10th European Conference on Computational Biology (ECCB), Vienna, Österreich, 2011
2011	Analysis of the Effects of Enhanced Selection Concepts for Genetic Programming Based Structure Identification Using Fine-Grained Population Diversity Estimation 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, Irland, 2011
2011	On the Performance of Evolutionary Algorithms in Biomedical Keyword Clustering 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, Irland, 2011
2011	Keyword Clustering in Biomedical Information Retrieval Using Evolutionary Algorithms 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 (ISMB) and 10th European Conference on Computational Biology (ECCB), Vienna, Österreich, 2011
2011	Genetic Programming for the Data Based Generation of Medical Diagnosis Models. 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, Deutschland, 2011
2011	Data Based Prediction of Classification of Tumor Markers AFP, CA-125, CA15-3, CEA, CYFRA, and PSA. 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, Deutschland, 2011
2011	On the Use of Estimated Tumor Marker Classifications in Tumor Diagnosis Prediction - A Case Study for Breast Cancer 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, Italien, 2011
2011	Evaluation of Tools for Opinion Mining P. Faschang, G. Petz, M. Wimmer BA, 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, Vereinigte Staaten von Amerika, 2011, pp. 3-9
2011	Analysis of Allele Distribution Dynamics in Different Genetic Algorithms 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) - Springer Verlag, 2011, pp. 3-30
2011	New Genetic Programming Hypothesis Search Strategies for Improving the Interpretability in Medical Data Mining Applications 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, Italien, 2011
2011	Identification of Cancer Diagnosis Estimation Models Using Evolutionary Algorithms - A Case Study for Breast Cancer, Melanoma, and Cancer in the Respiratory System 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, Irland, 2011
2011	Vorgehensmodell für Opinion Mining im Web 2.0 P. Faschang, G. Petz, V. Dorfer, T. Kern, S. M. Winkler - Vorgehensmodell für Opinion Mining im Web 2.0 - Tagungsband FFH 2011 (5. Forschungsforum der österreichischen Fachhochschulen), Wien (Favoriten), Österreich, 2011, pp. 144-147
2011	An Approach to Mining Consumer's Opinion on the Web P. Faschang, G. Petz, V. Dorfer, T. Kern, S. M. Winkler - An Approach to Mining Consumer's Opinion on the Web - Extended Abstracts - 13th International Conference on Computer Aided Systems Theory, Eurocast 2011, Las Palmas de Gran Canaria, Spanien, 2011, pp. 37-39
2011	Analysis of Single-Objective and Multi-Objective Evolutionary Algorithms in Keyword Cluster Optimization 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, Spanien, 2011, pp. 3
2011	Analysis of Selected Evolutionary Algorithms in Feature Selection and Parameter Optimization for Data Based Tumor Marker Modeling 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 2011, Las Palmas, Spanien, 2011, pp. 4
2010	Feature Selection in the Analysis of Tumor Marker Data Using Evoutionary Algorithms 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, Marokko, 2010, pp. 1-6
2010	Prediction of Blood Demands in a Hospital C. Fischer, L. Bloder, C. Neumüller BSc, 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, Marokko, 2010, pp. 6
2010	Classification of Tumor Marker Values Using Heuristic Data Mining Methods 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, Vereinigte Staaten von Amerika, 2010, pp. 8
2010	Effective allele preservation by offspring selection: an empirical study for the TSP 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
2010	Optimization of Keyword Grouping in Biomedical Information Retrieval Using Evolutionary Algorithms 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, Marokko, 2010, pp. 25-30
2010	Heuristische Modellierung der Krankheitsverlaufsdaten von Menschen mit Alzheimer Demenz S. M. Winkler, S. Auer, M. Affenzeller - Heuristische Modellierung der Krankheitsverlaufsdaten von Menschen mit Alzheimer Demenz - Tagungsband des 4. Forschungsforums der österreichischen Fachhochschulen, Pinkafeld, Österreich, 2010, pp. 23-28
2010	Analyse der Strukturellen Ähnlichkeit von Mathematischen Modellen im Zusammenhang mit Genetischer Programmierung S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger, M. Kommenda - Analyse der Strukturellen Ähnlichkeit von Mathematischen Modellen im Zusammenhang mit Genetischer Programmierung - Tagungsband des 4. Forschungsforums der österreichischen Fachhochschulen, Pinkafeld, Österreich, 2010, pp. 315-320
2010	Structural Versus Evaluation Based Solutions Similarity in Genetic Programming Based System Identification 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, Spanien, 2010
2010	On-Line Parameter Optimization Strategies for Metaheuristics 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, Marokko, 2010, pp. 31-36
2010	Effects of Mutation Before and After Offspring Selection in Genetic Programming for Symbolic Regression 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, Marokko, 2010, pp. 37-42
2010	Symbolic Regression with Sampling 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, Marokko, 2010, pp. 13-18
2010	Analysis of the Dynamics of Allele Distribution for some Selected GA-variants 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, Spanien, 2010, pp. 13-18
2010	HeuristicLab 3.3: A unified approach to metaheuristic optimization 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 - Actas del séptimo congreso español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados (MAEB'2010), Valencia, Spain, Spanien, 2010, pp. 8
2010	Mutation Effects in Genetic Algorithms with Offspring Selection Applied to Combinatorial Optimization Problems 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, Marokko, 2010, pp. 43-48
2009	Model Driven Rapid Prototyping of Heuristic Optimization Algorithms 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
2009	On the Reliability of Nonlinear Modeling Using Enhanced Genetic Programming Techniques 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
2009	Analyse von Patientendaten und Evolutionäres Design von Virtuellen Sensoren für Erkrankungen S. M. Winkler, M. Affenzeller, S. Wagner, G. K. Kronberger - Analyse von Patientendaten und Evolutionäres Design von Virtuellen Sensoren für Erkrankungen - Tagungsband des 3. Forschungsforums der österreichischen Fachhochschulen, Fachhochschule Kärnten, Villach, Österreich, 2009, pp. 56-61
2009	Fine Grained Population Diversity Analysis for Parallel Genetic Programming 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, Italien, 2009, pp. 8
2009	Using Enhanced Genetic Programming Techniques for Evolving Classifiers in the Context of Medical Diagnosis 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
2009	Evolutionary System Identification - Modern Concepts and Practical Applications S. M. Winkler - Evolutionary System Identification - Modern Concepts and Practical Applications - Trauner Verlag Linz, 2009
2009	On the Influence of Selection Schemes on the Genetic Diversity in Genetic Algorithms M. Affenzeller, S. M. Winkler, A. Beham, S. Wagner - On the Influence of Selection Schemes on the Genetic Diversity in Genetic Algorithms - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2009, Las Palmas, Spanien, 2009, pp. 268-270
2009	Model Driven Rapid Prototyping of Heuristic Optimization Algorithms S. Wagner, G. K. Kronberger, A. Beham, S. M. Winkler, M. Affenzeller - Model Driven Rapid Prototyping of Heuristic Optimization Algorithms - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2009, Las Palmas, Spanien, 2009, pp. 250-251
2009	About the Dynamics of Essential Genetic Information: An Empirical Analysis for Selected GA-Variants 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
2009	Metaheuristic Optimization M. Affenzeller, S. M. Winkler, S. Wagner, A. Beham, G. K. Kronberger, M. Kofler - Metaheuristic Optimization in Hagenberg Research - Springer Verlag, 2009, pp. 103-156
2009	On Crossover Success Rate in Genetic Programming with Offspring Selection 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
2009	On the Success Rate of Crossover Operators for Genetic Programming with Offspring Selection 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
2009	Virtual Sensors for Emissions of a Diesel Engine Produced by Evolutionary System Identification 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
2009	System Identification of Blast Furnace Processes with Genetic Programming G. K. Kronberger, C. Feilmayr, M. Kommenda, S. M. Winkler, M. Affenzeller, T. Buergler - System Identification of Blast Furnace Processes with Genetic Programming - Proceedings of the IEEE 2nd International Symposium on Logistics and Industrial Informatics (Lindi 2009), Linz, Österreich, 2009, pp. 63-68
2009	On Structural Identification of 2D Regression Functions for In-door Bluetooth Localisation 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
2009	Application of Genetic Programming on Temper Mill Datasets 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, Österreich, 2009, pp. 58-62
2009	Effective Allele Preservation by Offspring Selection: An empirical study for the TSP 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, Spanien, 2009, pp. 59-68
2009	Data Mining via Distributed Genetic Programming Agents 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, Spanien, 2009, pp. 95-99
2009	Modeling of Heuristic Optimization Algorithms 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, Spanien, 2009, pp. 106-111
2009	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 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 and Simulation Symposium EMSS 2009, Tenerife, Spanien, 2009, pp. 167-172
2009	On the Influence of Selection Schemes on the Genetic Diversity in Genetic Algorithms 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
2009	Genetic Algorithms and Genetic Programming M. Affenzeller, S. M. Winkler, S. Wagner, A. Beham - Genetic Algorithms and Genetic Programming - CRC Press (Taylor & Francis Group), 2009
2008	Der Einsatz von Genetischer Programmierung in der Mechatronik S. M. Winkler, M. Affenzeller, S. Wagner - Der Einsatz von Genetischer Programmierung in der Mechatronik - Proceedings of the International Forum Mechatronics 2008, Stuttgart, Deutschland, 2008, pp. 344-359
2008	Variables Diversity in Systems Identification Based on Extended Genetic Programming 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
2008	A Genetic Programming Approach to Solve Scheduling Problems with Parallel Simulation 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, Vereinigte Staaten von Amerika, 2008, pp. 5
2008	Evolutionary System Identification: New Algorithmic Concepts and Applications 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
2008	On the Reliability of Nonlinear Modeling Using Enhanced Genetic Programming Techniques 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, Griechenland, 2008, pp. 8
2008	Evolutionary System Identification - Modern Concepts and Practical Applications S. M. Winkler - Evolutionary System Identification - Modern Concepts and Practical Applications, 2008
2007	On-Line Modeling Based on Genetic Programming 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
2007	Advanced Genetic Programming Based Machine Learning 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
2007	Selection Pressure Driven Sliding Window Genetic Programming 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, Spanien, 2007, pp. 272-274
2007	Zeitreihenanalyse von Finanzdaten unter Verwendung von erweiterten Methoden der Genetischen Programmierung 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, Puch, Österreich, 2007, pp. 213-218
2007	Variables Diversity in Systems Identification Based on Genetic Programming 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, Polen, 2007, pp. 470-479
2007	Evolutionäres Design von Virtuellen Sensoren 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, Österreich, 2007, pp. 166-175
2007	Benefits of Plugin-Based Heuristic Optimization Software Systems S. Wagner, S. M. Winkler, E. Pitzer, G. K. Kronberger, A. Beham, R. Braune, M. Affenzeller - Benefits of Plugin-Based Heuristic Optimization Software Systems - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2007, Las Palmas, Spanien, 2007, pp. 259-261
2007	Heuristic Optimization Methods for the Tuning of Input Parameters of Simulation Models 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, Italien, 2007, pp. 278-283
2007	Aspects of Adaptation in Natural and Artificial Evolution M. Affenzeller, S. Wagner, S. M. Winkler - Aspects of Adaptation in Natural and Artificial Evolution - GECCO 2007 Genetic and Evolutionary Computation Conference, London, Vereinigtes Königreich von Großbritannien und Nordirland, 2007, pp. 2595-2602
2007	Self-Adaptive Population Size Adjustment for Genetic Algorithms M. Affenzeller, S. Wagner, S. M. Winkler - Self-Adaptive Population Size Adjustment for Genetic Algorithms - Proceedings of International Conference Computer Aided Systems Theory EUROCAST 2007, Las Palmas, Spanien, 2007, pp. 283-284
2007	Self-Adaptive Population Size Adjustment for Genetic Algorithms 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
2007	Selection Pressure Driven Sliding Window Genetic Programming 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
2007	Benefits of Plugin-Based Heuristic Optimization Software Systems 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
2007	Industrial Symposium Mechatronics 2007 S. M. Winkler - Industrial Symposium Mechatronics 2007 - Proceedings of the Industrial Symposium Mechatronics 2007 on Sensorics, Linz, Österreich, 2007
2006	Automatic Data Based Patient Classification Using Genetic Programming S. M. Winkler, M. Affenzeller, S. Wagner - Automatic Data Based Patient Classification Using Genetic Programming - Cybernetics and Systems 2006, Wien, Österreich, 2006, pp. 251-256
2006	Advances in Applying Genetic Programming to Machine Learning, Focussing on Classification Problems 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, Griechenland, 2006, pp. 1-10
2006	Sets of Receiver Operating Characteristic Curves and their Use in the Evaluation of Multi-Class Classification 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, Vereinigte Staaten von Amerika, 2006, pp. 1601-1602
2006	Using Enhanced Genetic Programming Techniques for Evolving Classifiers in the Context of Medical Diagnosis - An Empirical Study S. M. Winkler, M. Affenzeller, S. Wagner - Using Enhanced Genetic Programming Techniques for Evolving Classifiers in the Context of Medical Diagnosis - An Empirical Study - Proceedings of the Genetic and Evolutionary Computation Conference GECCO 2006, Seattle, Vereinigte Staaten von Amerika, 2006, pp. 1-10
2006	HeuristicModeler: A Multi-Purpose Evolutionary Machine Learning Algorithm and its Applications in Medical Data Analysis 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 2006), Barcelona, Spanien, 2006, pp. 629-634
2006	Quality Pre-Assesment in Steel Industry Using Data Based Estimators S. M. Winkler, H. Efendic, L. DelRe - Quality Pre-Assesment in Steel Industry Using Data Based Estimators - Proceedings of the IFAC Workshop MMM2006 on Automation in Mining, Mineral and Metal Industry, Cracow, Polen, 2006, pp. 185-190
2005	Solving Multiclass Classification Problems by Genetic Programming 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, Vereinigte Staaten von Amerika, 2005, pp. 48-53
2005	On-Line Modeling Based on Genetic Programming 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, Deutschland, 2005, pp. 119-130
2005	Virtual Sensor Design of Particulate and Nitric Oxide Emissions in a DI Diesel Engine 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, Italien, 2005, pp. 1-10
2005	A Genetic Programming Based Tool for Supporting Bioinformatical Classification Problems S. M. Winkler, M. Affenzeller, S. Wagner - A Genetic Programming Based Tool for Supporting Bioinformatical Classification Problems - Proceedings of FH Science Day 2005, Steyr, Österreich, 2005, pp. 3-10
2005	Genetic Programming Based Model Structure Identification Using On-Line System Data 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, Frankreich, 2005, pp. 177-186
2005	New Methods for the Identification of Nonlinear Model Structures Based Upon Genetic Programming Techniques 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
2005	Design eines virtuellen Sensors für Partikelmessung am Dieselmotor S. M. Winkler, D. Alberer, P. Langthaler, L. DelRe - Design eines virtuellen Sensors für Partikelmessung am Dieselmotor - 14. Steirisches Seminar über Regelungstechnik und Prozessautomatisierung, Retzhof, Österreich, 2005, pp. 71-87
2005	Goal-Oriented Preservation of Essential Genetic Information by Offspring Selection 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., Vereinigte Staaten von Amerika, 2005, pp. 1595-1596
2005	GA-Selection Revisited from an ES-Driven Point of View 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
2005	NOx Virtual Sensor Based on Structure Identification and Global Optimization 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. 1, No. 1, 2005, pp. 9
2004	Identifying Nonlinear Model Structures Using Genetic Programming Techniques S. M. Winkler, M. Affenzeller, S. Wagner - Identifying Nonlinear Model Structures Using Genetic Programming Techniques - Cybernetics and Systems 2004, Wien, Österreich, 2004, pp. 689-694
2004	New Methods for the Identification of Nonlinear Model Structures Based Upon Genetic Programming Techniques 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, Polen, 2004, pp. 386-393
2004	Identifying Nonlinear Model Structures Using Genetic Programming S. M. Winkler - Identifying Nonlinear Model Structures Using Genetic Programming - Johannes Kepler Universität Linz, 2004

Upper Austria

University of Applied Sciences - Wissensdokumentation

Prof.(FH) DI Dr. Stephan Winkler

Ausbildung:

Berufliche Laufbahn & Aktivitäten:

Forschungsinteressen:

Wissenschaftsgebiete:

Forschungsschwerpunkte:

Forschungseinheiten:

Publikationen:

Projekte:

Patente:

Widok

FH Oberösterreich

2011	Detector/MicroProt Rezeptor-Proteine auf der Oberfläche von menschlichen Zellen spielen eine Schlüsselrolle bei der Weiterleitung von Signalen aus der Umgebung in das Innere der Zelle. Ein komplexes Netzwerk d ...
2010	Opinion Mining and Biomedical Information Retrieval In unserer modernen Wissensgesellschaft stellt der effektive Umgang mit meist unstrukturierteren und exponentiell wachsenden Datenmengen eine der größten Herausforderungen an die Informatik ...
2010	OPMIN 2.0 - Opinion Mining
2010	OPMIN 2.0 - Opinion Mining im Web 2.0 Das Web 2.0 beeinflusst und gestaltet die Art und Weise unserer Kommunikation maßgeblich: Konsumenten tauschen sich über Web 2.0 Anwendungen wie Wikis, Blogs, Community Sites aus und generi ...
2008	Josef Ressel-Zentrum für Heuristische Optimierung In vielen Bereichen der erzeugenden Industrie ergeben sich Problemstellungen, die mit klassischen Methoden der Mathematik und Informatik nicht zufriedenstellend gelöst werden können. Repräsentativ ...
2006	Heuristische Produktionsfeinplanung Produzierende Unternehmen stehen unter dem stetig wachsenden Druck, Flexibilität und Effizienz in ihren Produktionsprozessen zu vereinen. Dieser wird durch eine größere Variantenvielfalt, volatiler ...
2006	Entwurf von Virtuellen Sensoren mittels Genetischer Programmierung Virtuelle Sensoren sind Schlüsselelemente in vielen modernen Regelungs- und Diagnosesystemen, und ihre Bedeutung steigt weiterhin kontinuierlich. Der Entwurf von Virtuellen Sensoren basiert auf Model ...