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| modified: December 14th, 2009 |
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Publications of Stephan Winkler
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2009 | |
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M. Affenzeller, A. Beham, M. Kofler, G. Kronberger, S. Wagner, S. Winkler "Metaheuristic Optimization". In Buchberger et al. (eds.): Hagenberg Research. Springer, Berlin; ISBN: 978-3642021268. 2009. (link) |
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S. 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 the 20th European Modeling and Simulation Symposium (EMSS2009). Puerto de la Cruz, Tenerife, Spain. September 2009. |
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G. Kronberger, C. Feilmayr, M. Kommenda, S. Winkler, M. Affenzeller, T. Bürgler. "System Identification of Blast Furnace Processes with Genetic Programming" In Proceedings of the 2nd International Symposium on Logistics and Industrial Informatics (LINDI 2009), pp. 63-68. Linz, Austria. 2009. IEEE Publications. (link) |
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M. Kommenda, G. Kronberger, S. Winkler, M. Affenzeller, S. Wagner, L. Schickmair, B. Lindner "Application of Genetic Programming on Temper Mill Datasets". In Proceedings of the 2nd International Symposium on Logistics and Industrial Informatics (LINDI 2009), pp. 58-62. Linz, Austria. 2009. IEEE Publications. (link) |
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S. Winkler, M. Hirsch, M. Affenzeller, L. del Re, S. Wagner "Virtual Sensors for Emissions of a Diesel Engine Produced by Evolutionary System Identification". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 657-664. Springer, 2009. (link) |
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S. Wagner, G. Kronberger, A. Beham, S. Winkler, M. Affenzeller "Model Driven Rapid Prototyping of Heuristic Optimization Algorithms". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 729-736. Springer, 2009. (link) |
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M. Affenzeller, S. Winkler, A. Beham, S. Wagner "On the Influence of Selection Schemes on the Genetic Diversity in Genetic Algorithms". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 777-784. Springer, 2009. (link) |
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G. Kronberger, S. Winkler, M. Affenzeller, A. Beham, S. Wagner "On the Success Rate of Crossover Operators for Genetic Programming with Offspring Selection". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 793-800. Springer, 2009. (link) |
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R. Mayrhofer, S. Winkler, H. Hlavacs, M. Affenzeller, S. Schneider "On Structural Identification of 2D Regression Functions for In-door Bluetooth Localisation". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 801-808. Springer, 2009. (link) |
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M. Affenzeller, S. Winkler, S. Wagner, A. Beham "Genetic Algorithms and Genetic Programming - Modern Concepts and Practical Applications". Chapman & Hall / CRC. ISBN 978-1584886297. 2009. (link) |
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M. Affenzeller, A. Beham, S. Wagner, S. M. Winkler "About the Dynamics of Essential Genetic Information: An Empirical Analysis for Selected GA-Variants". In Proceedings of the 2009 World Summit on Genetic and Evolutionary Computation (2009 GEC Summit), pp. 787-790. Shanghai, China. Association for Computing Machinery, 2009. (link) |
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S. Winkler "Evolutionary System Identification - Modern Concepts and Practical Applications". Schriften der Johannes Kepler Universität Linz, Reihe C: Technik und Naturwissenschaften. Universitätsverlag Rudolf Trauner, 2009. |
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S. 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, pp. 111-140. Springer, 2009. |
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S. Winkler, M. Affenzeller, S. Wagner "Fine Grained Population Diversity Analysis for Parallel Genetic Programming". In Proceedings of the 12th International Workshop on Nature Inspired Distributed Computing NIDISC ’09, part of the Proceedings of the 23rd IEEE International Parallel & Distributed Processing Symposium IPDPS 2009. IEEE Computer Society, 2009. (link) |
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G. Kronberger, S. Winkler, M. Affenzeller, S. Wagner "On Crossover Success Rate in Genetic Programming with Offspring Selection". 12th European Conference on Genetic Programming (EuroGP). Lecture Notes in Computer Science, Vol. 5481, pp. 232-243. 2009. (link) |
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S. Winkler, M. Affenzeller, S. Wagner, G. Kronberger "Analyse von Patientendaten und Evolutionäres Design von Virtuellen Sensoren für Erkrankungen" ("Analysis of Patient Data and Evolutionary Design of Virtual Sensors for Diseases"). Tagungsband des 3. Forschungsforums der Österreichischen Fachhochschulen (Proceedings of the 3rd Science Symposium of Austrian Universities for Applied Sciences), pp. 56-61. Österreichische Fachhochschulkonferenz (FHK), 2009. |
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M. Affenzeller, S. Winkler, S. Wagner "Effective Allele Preservation by Offspring Selection: An Empirical Study for the TSP". Accepted to appear in the International Journal of Simulation and Process Modelling. Inderscience Publishers, 2009. |
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S. Winkler, M. Affenzeller, S. Wagner "On the Reliability of Nonlinear Modeling Using Enhanced Genetic Programming Techniques". In C. Skiadas, I. Dimotikalis, C. Skiadas (eds.): Topics on Chaotic Systems - Selected Papers from CHAOS 2008 International Conference, pp. 398-405. World Scientific Publishing, 2009. |
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2008 | |
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M. Affenzeller, S. Winkler, S. Wagner "Evolutionary Systems Identification: New Algorithmic Concepts and Applications". In Advances in Evolutionary Algorithms, pp. 29-48. IN-TECH Education and Publishing, 2008, ISBN 978-953-7619-11-4. (online here) |
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S. Winkler, M. Affenzeller, S. Wagner "Variables Diversity in Systems Identification Based on Extended Genetic Programming". Journal of Systems Science, vol. 34, nr. 2, pp. 27-34. Oficyna Wydawnicza Politechniki Wroclawskiej, 2008, PL ISSN 0137-1223. |
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S. Winkler, M. Affenzeller, S. Wagner, G. Kronberger "Der Einsatz von Genetischer Programmierung in der Mechatronik". Proceedings of the International Forum Mechatronics 2008, pp. 344-359. Stuttgart, Germany. ISBN 978-3-00-025245-7. Kompetenznetzwerk Machatronik BW e.V., 2008. |
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S. Winkler, M. Hirsch, M. Affenzeller, L. del Re, S. Wagner "Incorporating Physical Knowledge about the Formation of Nitric Oxides into Evolutionary System Identification". Proceedings of the 20th European Modeling and Simulation Symposium (EMSS2008), pp. 69-74. Campora San Giovanni, Italy. September 2008. |
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S. Wagner, G. Kronberger, A. Beham, S. Winkler, M. Affenzeller "Modeling of Heuristic Optimization Algorithms". Proceedings of the 20th European Modeling and Simulation Symposium (EMSS2008), pp.106-111. Campora San Giovanni, Italy. September 2008. |
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G. Kronberger, S. Winkler, M. Affenzeller, S. Wagner "Data Mining via Distributed Genetic Programming Agents". Proceedings of the 20th European Modeling and Simulation Symposium (EMSS2008), pp. 95-99. Campora San Giovanni, Italy. September 2008. |
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M. Affenzeller, S. Wagner, S. Winkler "Effective Allele Preservation by Offspring Selection: An Empirical Study for the TSP". Proceedings of the 20th European Modeling and Simulation Symposium (EMSS2008), pp. 59-68. Campora San Giovanni, Italy. September 2008. |
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S. Winkler, M. Affenzeller, S. Wagner "Fine-Grained Population Diversity Estimation for Genetic Programming Based Structure Identification". Proceedings of the Genetic and Evolutionary Computation Conference 2008, pp. 1435-1436. The Association for Computing Machinery (ACM), ISBN 978-1-60558-131-6, ACM Order Number 910081. 2008. |
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S. 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, paper number 207. Mediterranean Agronomic Institute of Chania; Swets. 2008. |
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S. Winkler "Evolutionary System Identification - Modern Concepts and Practical Applications". PhD Thesis, Institute for Formal Models and Verification, Johannes Kepler University Linz, Austria, 2008. |
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A. Beham, S. 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 (IPDPS08). Miami, FL, USA. April 2008. |
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S. Winkler, M. Affenzeller, S. Wagner "Offspring Selection and its Effects on Genetic Propagation in Genetic Programming Based System Identification". Cybernetics and Systems 2008, vol. 2, pp. 549-554. Austrian Society for Cybernetic Studies, ISBN 978-3-85206-175-7. 2008. |
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S. 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 (Tagungsband des Ersten Forschungsforums der Österreichischen Fachhochschulen), pp. 213-218. Martin Meidenbauer Verlagsbuchhandlung, 2008. (Abstract: pdf) |
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2007 | |
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S. Winkler, M. Affenzeller, S. Wagner, G. Kronberger, A. Beham "Evolutionäres Design von virtuellen Sensoren" ("Evolutionary Design of Virtual Sensors"). Proceedings of the Industrial Symposium Mechatronics 2007 on Sensorics, pp. 166-175. Clusterland Oberösterreich, ISBN 978-3-9502270-1-7. 2007. |
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S. Winkler, M. Affenzeller, S. Wagner "Variables Diversity in Systems Identification Based on Extended Genetic Programming". Proceedings of the 16th International Conference on Systems Science, Vol. II, pp. 470-479. Oficyna Wydawnicza Politechniki Wroclawskiej, 2007. (pdf) |
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M. Affenzeller, G. Kronberger, S. Winkler, M. Ionescu, S. Wagner "Heuristic Optimization Methods for the Tuning of Input Parameters of Simulation Models". Proceedings of I3M 2007, pp. 278-283. DIPTEM Università di Genova, ISBN 88-900732-6-8. 2007. |
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S. Winkler, M. Affenzeller, S. Wagner "Selection Pressure Driven Sliding Window Genetic Programming". Computer Aided Systems Theory - EUROCAST 2007, Lecture Notes in Computer Science 4739, pp. 788-795. Springer-Verlag, 2007. |
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M. Affenzeller, S. Wagner, S. Winkler "Self-Adaptive Population Size Adjustment for Genetic Algorithms". Computer Aided Systems Theory - EUROCAST 2007, Lecture Notes in Computer Science 4739, pp. 820-828. Springer-Verlag, 2007. |
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S. Wagner, S. Winkler, R. Braune, G. Kronberger, A. Beham, M. Affenzeller "Benefits of Plugin-Based Heuristic Optimization Software Systems". Computer Aided Systems Theory - EUROCAST 2007, Lecture Notes in Computer Science 4739, pp. 747-754. Springer-Verlag, 2007. |
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M. Affenzeller, S. Wagner, S. Winkler "Aspects of Adaptation in Natural and Artificial Evolution". Proceedings of the Genetic and Evolutionary Computation Conference (GECCO) 2007, pp. 2595-2602. Association for Computing Machinery (ACM), 2007. |
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S. Winkler, M. Affenzeller, S. Wagner "Advanced Genetic Programming Based Machine Learning". Journal of Mathematical Modelling and Algorithms, Vol. 6, Nr. 3, pp. 455-480; ISSN 1570-1166 (print), 1572-9214 (online), DOI 10.1007/s10852-007-9065-6. Springer Netherlands, 2007. (Abstract: pdf) |
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S. Winkler, H. Efendic, M. Affenzeller, L. Del Re, S. Wagner "On-Line Modeling Based on Genetic Programming". International Journal on Intelligent Systems Technologies and Applications, Vol. 2, NOs. 2/3, pp. 255-270. Inderscience Publishers, 2007. (Abstract: pdf) |
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2006 | |
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S. Winkler, H. Efendic, L. Del Re "Quality Pre-Assessment in Steel Industry Using Data Based Estimators". In: S. Cierpisz, K. Miskiewicz, A. Heyduk (ed.), Proceedings of the IFAC Workshop MMM’2006 on Automation in Mining, Mineral and Metal Industry, pp. 185-190. International Federation for Automatic Control. 2006. (Abstract: pdf) |
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S. Winkler, M. Affenzeller, S. Wagner "HeuristicModeler: A Multi-Purpose Evolutionary Machine Learning Algorithm and its Applications in Medical Data Analysis". I: A. Bruzzone, A. Guasch, M. Piera, J. Rozenblit (ed.), Proceedings of the International Mediterranean Modelling Multiconference I3M 2006, pp. 629-634. Piera, LogiSim, Barcelona, Spain, 2006. (pdf) |
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S. 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 GECCO 2006 Workshop on Medical Applications of Genetic and Evolutionary Computation (MedGEC 2006), paper nr. WKSP115. The Association for Computing Machinery (ACM), 2006. (pdf, ps) |
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S. 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 2006, vol. 2, pp. 1601-1602. The Association for Computing Machinery (ACM), ISBN 1-59593-186-4, ACM Order Number 910060. 2006. (pdf, ps) |
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S. Winkler, M. Affenzeller, S. Wagner "Advances in Applying Genetic Programming to Machine Learning, Focussing on Classification Problems". Proceedings of the 9th International Workshop on Nature Inspired Distributed Computing NIDISC ’06, part of the Proceedings of the 20th IEEE International Parallel & Distributed Processing Symposium IPDPS 2006, IEEE Catalog Number 06TH8860, ISBN 1-4244-0054-6, ISSN 1530-2075, paper nr. NIDISC-012. 2006. (pdf, ps) |
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S. Winkler, M. Affenzeller, S. Wagner "Automatic Data Based Patient Classification Using Genetic Programming". Cybernetics and Systems 2006, vol. 1, pp. 251-256. Austrian Society for Cybernetic Studies, ISBN 3-85206-172-5. 2006. (pdf) |
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2005 | |
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P. Langthaler, D. Alberer, S. Winkler, L. Del Re "Design eines virtuellen Sensors für Partikelmessung am Dieselmotor". Proceedings of the 14th Styrian Seminar on Control Engineering and Process Automation (14. Steirisches Seminar über Regelungstechnik und Prozessautomatisierung), pp. 71-87. 2005. (details) |
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S. Winkler, M. Affenzeller, S. Wagner "A Genetic Programming Based Tool for Supporting Bioinformatical Classification Problems". Proceedings of FH Science Day Steyr, pp. 3-10. Shaker Verlag, 2005. (pdf) |
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S. Winkler, M. Affenzeller, S. Wagner "New Methods for the Identification of Nonlinear Model Structures Based Upon Genetic Programming Techniques". Journal of Systems Science, vol. 31, nr. 1, pp. 5-13. Oficyna Wydawnicza Politechniki Wroclawskiej, 2005. (pdf) |
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S. Winkler, M. Affenzeller, S. Wagner "Genetic Programming Based Model Structure Identification Using On-Line System Data". International Mediterranean Modeling Multiconference, Proceedings of Conceptual Modeling and Simulation Conference - CMS 2005, pp. 177-186. Frydman, LSIS, Université Paul Cézanne Aix Marseille III, 2005. (pdf) |
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D. Alberer, L. del Re, S. Winkler, 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, Napoli, paper nr. 2005-24-063. 2005. (details) |
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S. Winkler, H. Efendic, M. Affenzeller, L. Del Re, S. Wagner "On-Line Modeling Based on Genetic Programming". Proceedings of the 1st International Workshop on Automatic Learning and Real-Time (ALaRT'05), pp. 119-130. Institute of Real-Time Learning Systems, University Siegen, Germany. 2005. (pdf) |
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M. Affenzeller, S. Wagner, S. Winkler "GA-Selection Revisited from an ES-Driven Point of View". Artificial Intelligence and Knowledge Engineering Applications: A Bioinspired Approach, Lecture Notes in Computer Science 3562, pp. 262-271. Springer-Verlag, 2005. (pdf, ps, ps.gz) |
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M. Affenzeller, S. Wagner, S. Winkler "Goal-Oriented Preservation of Essential Genetic Information by Offspring Selection". Proceedings of the Genetic and Evolutionary Computation Conference (GECCO) 2005, vol. 2, pp. 1595-1596. Association for Computing Machinery (ACM), 2005. |
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S. 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, vol. 1, pp. 48-53. International Institute of Informatics and Systemics, 2005. (pdf) |
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L. del Re, P. Langthaler, C. Furtmüller, S. Winkler, M. Affenzeller "NOx Virtual Sensor Based on Structure Identification and Global Optimization". SAE 2005 Transaction Journal of Engines, paper nr. 2005-01-0050. SAE International, 2005. (details) |
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2004 | |
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S. Winkler "Identifying Nonlinear Model Structures Using Genetic Programming". Diploma Thesis, Institute of Systems Theory and Simulation, Johannes Kepler University Linz, Austria, 2004. (pdf) |
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S. 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, vol. 1, pp. 386-393. Oficyna Wydawnicza Politechniki Wroclawskiej, 2004. (pdf) |
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S. Winkler, M. Affenzeller, S. Wagner "Identifying Nonlinear Model Structures Using Genetic Programming Techniques". Cybernetics and Systems 2004, pp. 689-694. Austrian Society for Cybernetic Studies, 2004. (pdf, ps, ps.gz) |
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