A Paradigm-Independent and Extensible
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Environment for Heuristic Optimization
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| modified: December 14th, 2009 |
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Publications of Michael Affenzeller
2009 | |
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A. Beham, M. Kofler, S. Wagner, M. Affenzeller "Coupling Simulation with HeuristicLab to Solve Facility Layout Problems". Proceedings of the 2009 Winter Simulation Conference, Austin, TX, USA, United States of America, 2009 (Accepted) |
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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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A. Beham, M. Kofler, S. Wagner, M. Affenzeller "Agent-based simulation of dispatching rules in dynamic pickup and delivery problems". In Proceedings of the 2nd International Symposium on Logistics and Industrial Informatics (LINDI 2009), pp. 1-6. Linz, Austria. 2009. IEEE Publications. (link) |
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M. Kofler, A. Beham, S. Wagner, M. Affenzeller "Evaluation of Various Dispatching Strategies for the Optimization of a Real Production Plant". In Proceedings of the 2nd International Symposium on Logistics and Industrial Informatics (LINDI 2009), pp. 25-30. 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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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. 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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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. Kastner, M. W. Saleh, S. Wagner, M. Affenzeller, W. Jacak "Heuristic Methods for Searching and Clustering Hierarchical Workflows". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 737-744. Springer, 2009. (link) |
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B. Rafael, S. Oertl, M. Affenzeller, S. Wagner "Using Heuristic Optimization for Segmentation of Symbolic Music". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 641-648. Springer, 2009. (link) |
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A. Beham, M. Kofler, M. Affenzeller, S. Wagner "Evolutionary Selection in Simulation-based Optimization". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 761-768. 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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M. Kofler, S. Wagner, A. Beham, G. Kronberger, M. Affenzeller "Priority Rule Generation with a Genetic Algorithm to Minimize Sequence Dependent Setup Costs". Computer Aided Systems Theory - EUROCAST 2009. Lecture Notes in Computer Science, Vol. 5717, pp. 817-824. 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. Wagner, M. Kastner, M. Affenzeller, W. Jacak "Heuristic Methods for Searching and Clustering Hierarchical Workflows". Proceedings of the 12th International Conference on Computer Aided Systems Theory, pp. 256-257. 2009. |
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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, Stefan 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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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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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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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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M. Kofler, A. Beham, M. Affenzeller, S. Wagner "Optimization of medical ultrasound transducers with simulation and genetic algorithms". Proceedings of the 20th European Modeling and Simulation Symposium (EMSS2008), pp. 100-105. Campora San Giovanni, Italy. September 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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A. Beham, M. Affenzeller, S. Wagner, G. Kronberger "Simulation Optimization with HeuristicLab". Proceedings of the 20th European Modeling and Simulation Symposium (EMSS2008), pp. 75-80. Campora San Giovanni, Italy. September 2008. (pdf) |
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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, 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. Hutwimmer, S. Wagner, M. Affenzeller, W. Burgstaller, H.-O. Strasser Algorithm-Based Design of Novel Synthetic Media for Metarhizium Anisopliae Simulating its Nutritional Conditions in the Environment. Journal of Applied Microbiology, vol. 105, no. 2, pp. 459-468. 2008. |
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S. Hutwimmer, S. Wagner, M. Affenzeller, W. Burgstaller, H.-O. Strasser Algorithm-Based Design of Synthetic Growth Media Stimulating Virulence Properties of Metarhizium Anisopliae Conidia. Journal of Applied Microbiology, vol. 105, no. 6, pp. 2026-2034. 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, 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, 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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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. 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 "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. 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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R. Braune, S. Wagner, M. Affenzeller "Optimization Methods for Large-scale Production Scheduling Problems". Computer Aided Systems Theory - EUROCAST 2007, Lecture Notes in Computer Science 4739, pp. 812-819. 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 "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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2006 | |
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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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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 "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 "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 "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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R. Braune, M. Affenzeller, S. Wagner "Efficient Heuristic Optimization in Single Machine Scheduling". Proceedings of the International Mediterranean Modelling Multiconference (I3M 2006), pp. 499-504. Barcelona, Spain, September 2006. (pdf, ps, ps.gz) |
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2005 | |
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M. Affenzeller, S. Wagner "Offspring Selection: A New Self-Adaptive Selection Scheme for Genetic Algorithms". Adaptive and Natural Computing Algorithms, Springer Computer Science, pp. 218-221. Springer, 2005. (pdf, ps, ps.gz) |
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S. Wagner, M. Affenzeller "HeuristicLab: A Generic and Extensible Optimization Environment". Adaptive and Natural Computing Algorithms, Springer Computer Science, pp. 538-541. Springer, 2005. (pdf, ps, ps.gz) |
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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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S. Wagner, M. Affenzeller "SexualGA: Gender-Specific Selection for Genetic Algorithms". Proceedings of the 9th World Multi-Conference on Systemics, Cybernetics and Informatics (WMSCI) 2005, vol. 4, pp. 76-81. International Institute of Informatics and Systemics, 2005. (pdf, ps, ps.gz) |
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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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R. Braune, S. Wagner, M. Affenzeller "On the Analysis of Crossover Schemes for Genetic Algorithms Applied to the Job Shop Scheduling Problem". Proceedings of the 9th World Multi-Conference on Systemics, Cybernetics and Informatics (WMSCI) 2005, vol. 6, pp. 236-241. International Institute of Informatics and Systemics, 2005. |
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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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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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S. Wagner, M. Affenzeller "The Allele Meta-Model - Developing a Common Language for Genetic Algorithms". Artificial Intelligence and Knowledge Engineering Applications: A Bioinspired Approach, Lecture Notes in Computer Science 3562, pp. 202-211. Springer-Verlag, 2005. (pdf, ps, ps.gz) |
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M. Affenzeller "Population Genetics and Evolutionary Computation: Theoretical and Practical Aspects". Schriften der Johannes Kepler Universität Linz, Reihe C: Technik und Naturwissenschaften. Universitätsverlag Rudolf Trauner, 2005. ISBN 3-85487-823-0. |
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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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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 "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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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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2004 | |
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M. Affenzeller, S. Wagner "SASEGASA: A New Generic Parallel Evolutionary Algorithm for Achieving Highest Quality Results". Journal of Heuristics - Special Issue on New Advances on Parallel Meta-Heuristics for Complex Problems, vol. 10, pp. 239-263. Kluwer Academic Publishers, 2004. (Abstract: pdf, ps, ps.gz) |
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M. Affenzeller, S. Wagner "Reconsidering the Selection Concept of Genetic Algorithms from a Population Genetics Inspired Point of View". Cybernetics and Systems 2004, pp. 701-706. Austrian Society for Cybernetic Studies, 2004. (pdf, ps, ps.gz) |
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S. Wagner, M. Affenzeller, D. Schragl "Traps and Dangers when Modelling Problems for Genetic Algorithms". Cybernetics and Systems 2004, pp. 79-84. Austrian Society for Cybernetic Studies, 2004. (pdf, ps, ps.gz) |
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R. Braune, S. Wagner, M. Affenzeller "Applying Genetic Algorithms to the Optimization of Production Planning in a Real-World Manufacturing Environment". Cybernetics and Systems 2004, pp. 41-46. Austrian Society for Cybernetic Studies, 2004. (pdf, ps, ps.gz) |
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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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M. Affenzeller, S. Wagner "The Influence of Population Genetics for the Redesign of Genetic Algorithms". Proceedings of the 15th International Conference on Systems Science, vol. 3, pp. 53-60. Oficyna Wydawnicza Politechniki Wroclawskiej, 2004. (pdf) |
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S. Wagner, M. Affenzeller "HeuristicLab Grid - A Flexible and Extensible Environment for Parallel Heuristic Optimization". Proceedings of the 15th International Conference on Systems Science, vol. 1, pp. 289-296. Oficyna Wydawnicza Politechniki Wroclawskiej, 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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G. Weichhart, M. Affenzeller, A. Reitbauer, S. Wagner "Modelling of an Agent-Based Schedule Optimisation System". Proceedings of the IMS International Forum 2004, Cernobbio, Italy, pp. 1080-1087. 2004. (pdf) |
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S. Wagner, M. Affenzeller "The HeuristicLab Optimization Environment". Technical Report. Institute of Formal Models and Verification, Johannes Kepler University Linz, Austria. 2004. (pdf, ps, ps.gz) |
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M. Affenzeller, S. Wagner "The Influence of Population Genetics for the Redesign of Genetic Algorithms". Journal of Systems Science, vol. 30, nr. 4, pp. 41-49. Oficyna Wydawnicza Politechniki Wroclawskiej, 2004. (pdf) |
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S. Wagner, M. Affenzeller "HeuristicLab Grid - A Flexible and Extensible Environment for Parallel Heuristic Optimization". Journal of Systems Science, vol. 30, nr. 4, pp. 103-110. Oficyna Wydawnicza Politechniki Wroclawskiej, 2004. (pdf) |
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2003 | |
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M. Affenzeller, S. Wagner "SASEGASA: An Evolutionary Algorithm for Retarding Premature Convergence by Self-Adaptive Selection Pressure Steering". Computational Methods in Neural Modeling, Lecture Notes in Computer Science 2686, pp. 438-445. Springer-Verlag, 2003. (pdf, ps, ps.gz) |
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M. Affenzeller, S. Wagner "A Self-Adaptive Model for Selective Pressure Handling within the Theory of Genetic Algorithms". Computer Aided Systems Theory: EUROCAST 2003, Lecture Notes in Computer Science 2809, pp. 384-393. Springer-Verlag, 2003. (pdf, ps, ps.gz) |
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M. Affenzeller "New Hybrid Variants of Genetic Algorithms: Theoretical and Practical Aspects". Schriften der Johannes Kepler Universität Linz. Universitätsverlag Rudolf Trauner, 2003. ISBN 3-85487-485-5. |
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S. Wagner, M. Affenzeller, I. K. Ibrahim "Agent-Based Problem Solving: The Ant Colonies Metaphor". Proceedings of the Fifth International Conference on Information Integration and Web-Based Applications & Services (iiWAS 2003), pp. 317-323. Österreichische Computer Gesellschaft, 2003. (pdf) |
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2002 | |
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M. Affenzeller "New Variants of Genetic Algorithms Applied to Problems of Combinatorial Optimization". Proceedings of the EMCSR 2002, vol. 1, pp. 75-80. 2002. (pdf, ps, ps.gz) |
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R. Mayrhofer, M. Affenzeller, H. Prähofer, G. Höfer, A. Fried "DEVS Simulation of Spiking Neural Networks". Proceedings of the EMCSR 2002, vol. 2, pp. 573-578. 2002. (pdf, ps, ps.gz) |
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M. Affenzeller "A Generic Evolutionary Computation Approach Based Upon Genetic Algorithms and Evolution Strategies". Journal of Systems Science, vol. 28, no. 2, pp. 59-72. 2002. (pdf) |
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M. Affenzeller, R. Mayrhofer "Generic Heuristics for Combinatorial Optimization Problems". Proceedings of the 9th International Conference on Operational Research (KOI), pp. 83-92. 2002. (pdf, ps, ps.gz) |
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M. Affenzeller "New Generic Hybrids Based Upon Genetic Algorithms". Advances in Artificial Intelligence - IBERAMIA 2002, Lecture Notes in Artificial Intelligence 2527, pp. 329-339. Springer-Verlag, 2002. (pdf, ps, ps.gz) |
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2001 | |
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M. Affenzeller "A New Approach to Evolutionary Computation: Segregative Genetic Algorithms (SEGA)". Connectionist Models of Neurons, Learning Procasses, Artificial Intelligence, Lecture Notes in Computer Science 2084, pp. 594-601. Springer-Verlag, 2001. (pdf, ps, ps.gz) |
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M. Affenzeller, F. Pichler, R. Mittelmann "On CAST.FSM Computation of Hierarchical Multi-layer Networks of Automata". Computer Aided Systems Theory: EUROCAST 2001, Lecture Notes in Computer Science 2178, pp. 36-44. Springer-Verlag, 2001. (pdf, ps, ps.gz) |
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M. Affenzeller "Transferring the Concept of Selective Pressure from Evolutionary Strategies to Genetic Algorithms". Proceedings of the 14th International Conference on Systems Science, vol. 2, pp. 346-353. 2001. (pdf) |
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M. Affenzeller "Segregative Genetic Algorithms (SEGA): A Hybrid Superstructure Upwards Compatible to Genetic Algorithms for Retarding Premature Convergence". International Journal of Computers, Systems and Signals (IJCSS), vol. 2, no. 1, pp. 18-32. 2001. ISSN 1608-5655. (pdf, ps, ps.gz) |
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