Bibliografía para el curso de Introducción a la Computación Evolutiva

Textos Complementarios

• Melanie Mitchell, An Introduction to Genetic Algorithms, MIT Press, Cambridge, Massachusetts, 1996.
  

• Zbigniew Michalewicz, Genetic Algorithms + Data Structures = Evolution Programs, Springer-Verlag, Second Edition, 1992.
  

• John H. Holland, Adaptation in Natural and Artificial Systems. An Introductory Analysis with Applications to Biology, Control and Artificial Intelligence, MIT Press, Cambridge, Massachusetts, Second Edition, 1992.
  

• David B. Fogel, Evolutionary Computation. Toward a New Philosophy of Machine Intelligence, The Institute of Electrical and Electronic Engineers, New York, 1995.
  

• Thomas Bäck, Evolutionary Algorithms in Theory and Practice, Oxford University Press, New York, 1996.
  

• David B. Fogel, Evolutionary Computation: The Fossil Record, The Institute of Electrical and Electronic Engineers, New York, 1998.
  
  
• John R. Koza Genetic Programming: On the Programming of Computers by Means of Natural Selection, MIT Press, Cambridge, Massachusetts, 1992.
  
  
• Zbigniew Michalewicz & David B. Fogel, How to Solve It: Modern Heuristics, Springer, Berlin, 2000.
  
  

Artículos técnicos y de divulgación

Tutoriales

• Beasley, David; Bull, David R. & Martin, Ralph R., "An Overview of Genetic Algorithms : Part 1, Fundamentals", University Computing, 15(2), pp. 58-69, 1993.
  
  
• Beasley, David; Bull, David R. & Martin, Ralph R., "An Overview of Genetic Algorithms : Part 2, Research Topics", University Computing, 15(4), pp. 170-181, 1993.
  
  
• Whitley, Darrell, "A Genetic Algorithm Tutorial", Technical Report CS-93-103, Computer Science Department, Colorado State University, March 10, 1993. Published as: Whitley, Darrell, "A Genetic Algorithm Tutorial", Statistics and Computing, Vol. 4, pp. 65-85, 1994.
  
  
• Fogel, David B. "An Introduction to Simulated Evolutionary Programming", IEEE Transactions on Neural Networks, Vol. 5, No. 1, pp. 3-14, January 1994.
  
  
• Bäck, Thomas & Schwefel, Hans-Paul, "Evolutionary Computation: An Overview", Proceedings of the Third IEEE Conference on Evolutionary Computation 1996, pp. 20-29, IEEE Press, Piscataway NJ, 1996.
  
  
• Ribeiro Filho, Jose; Alippi, Cesare and Treleaven, Philip, "Genetic Algorithm Programming Environments", IEEE Computer, Vol. 27, No. 6, pp. 28-43, June, 1994.
  
  
• Bäck, Thomas; Hammel, Ulrich and Schwefel, Hans-Paul, "Evolutionary Computation: Comments on the History and Current State", IEEE Transactions on Evolutionary Computation, Vol. 1, No. 1, pp. 3-17, April 1997.
  
  
• Coello Coello, Carlos A. "Introducción a los Algoritmos Genéticos",Soluciones Avanzadas. Tecnologías de Información y Estrategias de Negocios,Año 3,Número 17, Enero de 1995, pp. 5-11 (Este artículo está disponible también en formato html).
  
  
• Mangano, Salvatore R. "A Genetic Algorithm White Paper. An Introduction to Genetic Algorithm Implementation, Theory, Application, History and Future Potential", Man Machine Interfaces, Inc.
  
  

  Representación

• Ronald, Simon, "Robust Encodings in Genetic Algorithms", en D. Dasgupta & Z. Michalewicz (Editors), Evolutionary Algorithms in Engineering Applications, Springer-Verlag, pp. 29-44, 1997.
  
  
• Coello Coello, Carlos A., "La importancia de la representación en los algoritmos Genéticos (Parte I)", Soluciones Avanzadas. Tecnologías de Información y Estrategias de Negocios, Año 7, Número 69, pp. 50-56, 15 de mayo de 1999.
  
  
• Coello Coello, Carlos A., "La importancia de la representación en los algoritmos Genéticos (Parte II)", Soluciones Avanzadas. Tecnologías de Información y Estrategias de Negocios, Año 7, Número 70, pp. 44-48, 15 de junio de 1999.
  

  Selección

• Goldberg, David E. & Deb, Kalyanmoy, "A Comparative Analysis of Selection Schemes Used in Genetic Algorithms", in Gregory J. E. Rawlins (Editor), Foundations of Genetic Algorithms, Morgan Kaufmann Publishers, San Mateo, California, pp. 69-93, 1991.

  Comparaciones de técnicas

• Bäck, Thomas; Rudolph, Günter and Schwefel, Hans-Paul, "Evolutionary Programming and Evolution Strategies: Similarities and Differences", D. B. Fogel and W. Atmar (Editors), Proceedings of the Second Annual Conference on Evolutionary Programming, pp. 11-22, Evolutionary Programming Society, San Diego, California, 1993.
  
  

  Ajuste de Parámetros

• Grefenstette, John J. "Optimization of Control Parameters for Genetic Algorithms", IEEE Transactions on Systems, Man, and Cybernetics, Vol. SMC-16, No. 1, pp. 122--128, January/February 1986.
  
  
• Hinterding, Robert; Michalewicz, Zbigniew and Eiben, Agoston E., "Adaptation in Evolutionary Computation: A Survey", Proceedings of the 4th IEEE Conference on Evolutionary Computation, Indianapolis, USA, pp. 65-69, April 1997.
  
  
• Bäck, Thomas, "Self-Adaptation in Genetic Algorithms", En F. Varela & P. Bourgine (Editores), Proceedings of the First European Conference on Artificial Life, Paris, France, MIT Press, pp. 263-271, 1992.
  
  

  Algoritmos genéticos desordenados

• Goldberg, D. E.; Deb, K.; Kargupta, H. & Harik, G. "Rapid, accurate optimization of difficult problems using fast messy genetic algorithms", IlliGAL Report No. 93004, Illinois Genetic Algorithms Laboratory, Department of General Engineering, University of Illinois, Urbana.
  
  
• Goldberg, D. E.; Deb, K. & Korb, B. "Messy genetic algorithms revisited: Studies in mixed size and scale", Complex Systems, Vol. 4, pp. 415-444.
  
  
• Goldberg, D. E.; Korb, B. y Deb, K. "Messy genetic algorithms: Motivation, analysis, and first results", Complex Systems, Vol. 3, pp. 493-530, 1989.
  
  

  Programación Genética

• Koza, John R. "Hierarchical genetic algorithms operating on populations of computer programs", Proceedings of the 11th International Joint Conference on Artificial Intelligence, N. S. Sridharan (Editor), Morgan Kaufmann, San Mateo, California, Volume I, pp. 768-774, 1989.
  
  
• Koza, John R. "Genetically breeding populations of computer programs to solve problems in artificial intelligence, In Proceedings of the Second International Conference on Tools for AI, Herndon, Virginia, November 6-9, Los Alamitos, CA: IEEE Computer Society Press, pp. 819-827, 1990.
  
  

  Teoría

• Rudolph, Günter, "Convergence Analysis of Canonical Genetic Algorithms", IEEE Transactions on Neural Networks, 5:96-101, January 1994.
  
  
• Forrest, Stephanie and Mitchell, Melanie, "What makes a problem hard for a genetic algorithm? Some anomalous results and their explanation", Machine Learning, Vol. 13, pp. 285-319, 1993.
  
  
• Grefenstette, John J. Deception considered harmful", en L. Darrell Whitley (Editor), Foundations of Genetic Algorithms 2, Morgan Kaufmann Publishers, San Mateo, California, pp. 75-91, 1992.
  
  
• Wolpert, David H. and Macready, William G. "No Free Lunch Theorems for Search", SFI-TR-95-02-010, The Santa Fe Institute, February, 1996.
  
  
• Bäck, Thomas, "The Interaction of Mutation Rate, Selection, and Self-Adaptation Within a Genetic Algorithm", En R. Männer & B. Manderick (Editores), Parallel Problem Solving from Nature 2, pp. 85-94, Elsevier, Amsterdam, 1992.
  
  

  Estrategias evolutivas

• Bäck, Thomas; Hoffmeister, Frank and Schwefel, Hans-Paul, "A Survey of Evolution Strategies", En R. K. Belew and L. B. Booker (Editores), Proceedings of the Fourth International Conference on Genetic Algorithms, Morgan Kaufmann Publishers, San Mateo, California, pp. 2-9, 1991.
  
  
• Bäck, Thomas and Schwefel, Hans-Paul, "Evolution Strategies I: Variants and their computational implementation", G. Winter, J. Périaux, M. Galá and P. Cuesta (Editors), Genetic Algorithms in Engineering and Computer Science, pp. 111-126, Wiley, Chichester, UK, 1995.
  
  
• Bäck, Thomas and Schwefel, Hans-Paul, "Evolution Strategies II: Theory", G. Winter, J. Périaux, M. Galá and P. Cuesta (Editors), Genetic Algorithms in Engineering and Computer Science, pp. 127-140, Wiley, Chichester, UK, 1995.
  
  
• Bäck, Thomas, Schütz, M and Khuri, S.," Evolution Strategies: An Alternative Evolution Computation Method", En J. M. Alliot, E. Lutton, E. Ronald, M. Schoenhauer & D. Snyers (editores), Artificial Evolution, pp. 3-20, Springer-Verlag, Berlin, 1996.
  
  
• Hernández Aguirre, Arturo, Buckles, Bill P. and Coello Coello, Carlos A. "Estrategias Evolutivas : La Versión Alemana del Algoritmo Genético (Parte I)",Soluciones Avanzadas. Tecnologías de Información y Estrategias de Negocios, Año 6, Número 62, pp. 38-45, 15 de octubre de 1998.
  
  
• Hernández Aguirre, Arturo, Buckles, Bill P. and Coello Coello, Carlos A. "Estrategias Evolutivas : La Versión Alemana del Algoritmo Genético (Parte II)",Soluciones Avanzadas. Tecnologías de Información y Estrategias de Negocios, Año 6, Número 64, pp. 47-53, 15 de diciembre de 1998.
  
  

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