Interactive Evolutionary Computation : Cooperation of computational intelligence and human

| In this paper, we overview Interactive EC (evolutionary computation) research, showing the status quo and its remaining problems. The interactive EC technique optimizes systems from human interaction with computers. Recently, interest in this approach has increased in many application elds that we categorize into the artistic, engineering, and educational elds. We then overview the research within each eld. Finally, we show several trials to address the problem of human fatigue.

[1]  Charles L. Karr,et al.  Improved Fuzzy Process Control of Spacecraft Autonomous Rendezvous Using a Genetic Algorithm , 1990, Other Conferences.

[2]  Isao Hayashi,et al.  NN-driven fuzzy reasoning , 1991, Int. J. Approx. Reason..

[3]  Joshua R. Smith Designing Biomorphs with an Interactive Genetic Algorithm , 1991, ICGA.

[4]  Craig Caldwell,et al.  Tracking a Criminal Suspect Through "Face-Space" with a Genetic Algorithm , 1991, ICGA.

[5]  SimsKarl Artificial evolution for computer graphics , 1991 .

[6]  Toshiyuki Masui,et al.  Graphic object layout with interactive genetic algorithms , 1992, Proceedings IEEE Workshop on Visual Languages.

[7]  Hideyuki Takagi,et al.  Neural networks designed on approximate reasoning architecture and their applications , 1992, IEEE Trans. Neural Networks.

[8]  Yasushi Hashimoto,et al.  Growth optimization of plant by means of the hybrid system of genetic algorithm and neural network , 1993, Proceedings of 1993 International Conference on Neural Networks (IJCNN-93-Nagoya, Japan).

[9]  Jon McCormack,et al.  Interactive evolution of L-System grammars for computer graphics modelling , 1993 .

[10]  M.A. Lee,et al.  Integrating design stage of fuzzy systems using genetic algorithms , 1993, [Proceedings 1993] Second IEEE International Conference on Fuzzy Systems.

[11]  Hideyuki Takagi,et al.  Dynamic Control of Genetic Algorithms Using Fuzzy Logic Techniques , 1993, ICGA.

[12]  Piero Mussio,et al.  Toward a Practice of Autonomous Systems , 1994 .

[13]  John A. Biles,et al.  GenJam: A Genetic Algorithm for Generating Jazz Solos , 1994, ICMC.

[14]  Toshiyuki Masui,et al.  Evolutionary learning of graph layout constraints from examples , 1994, UIST '94.

[15]  Shumeet Baluja,et al.  Towards Automated Artificial Evolution for Computer-generated Images , 1993, Connect. Sci..

[16]  Damon Horowitz,et al.  Generating Rhythms with Genetic Algorithms , 1994, AAAI.

[17]  S. Das,et al.  A genetic programming application in virtual reality , 1994, Proceedings of 1994 IEEE 3rd International Fuzzy Systems Conference.

[18]  Jeffrey J. Ventrella,et al.  Explorations in the emergence of morphology a~d locomotion behavior in animated characters , 1994 .

[19]  Wolfgang Banzhaf,et al.  An expansion operator for interactive evolution , 1995, Proceedings of 1995 IEEE International Conference on Evolutionary Computation.

[20]  Wolfgang Banzhaf,et al.  Interactive Evolution for Simulated Natural Evolution , 1995, Artificial Evolution.

[21]  Hideyuki Takagi,et al.  Recovering system of the distorted speech using interactive genetic algorithms , 1995, 1995 IEEE International Conference on Systems, Man and Cybernetics. Intelligent Systems for the 21st Century.

[22]  Satoshi Matsuoka,et al.  Adaptive recognition of implicit structures in human-organized layouts , 1995, Proceedings of Symposium on Visual Languages.

[23]  Wolfgang Banzhaf,et al.  Interactive Evolution of Images , 1995, Evolutionary Programming.

[24]  Jeffrey Ventrella Disney meets Darwin-the evolution of funny animated figures , 1995, Proceedings Computer Animation'95.

[25]  Hitoshi Furuta,et al.  APPLICATION OF GENETIC ALGORITHM TO AESTHETIC DESIGN OF BRIDGE STRUCTURES , 1995 .

[26]  Takao Terano,et al.  Integrating Machine Learning and Simulated Breeding Techniques to Analyze the Characteristics of Consumer Goods , 1995 .

[27]  H. Yamakawa,et al.  Study on heredity and evolution of designs considering Kansei by using genetic algorithms , 1995 .

[28]  Takao Terano,et al.  Knowledge acquisition from questionnaire data using simulated breeding and inductive learning methods , 1996 .

[29]  Hideyuki Takagi,et al.  System optimization without numerical target , 1996, Proceedings of North American Fuzzy Information Processing.

[30]  Michael E. Papka,et al.  UbiWorld: an environment integrating virtual reality, supercomputing and design , 1996, Proceedings of 5th IEEE International Symposium on High Performance Distributed Computing.

[31]  Hideyuki Takagi,et al.  Discrete fitness values for improving the human interface in an interactive GA , 1996, Proceedings of IEEE International Conference on Evolutionary Computation.

[32]  Hideyuki Takagi,et al.  Control rule acquisition for an arm wrestling robot , 1997, 1997 IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation.

[33]  K. Aoki,et al.  3-D CG lighting with an interactive GA , 1997, Proceedings of 1st International Conference on Conventional and Knowledge Based Intelligent Electronic Systems. KES '97.

[34]  Riccardo Poli,et al.  Genetic Programming with User-Driven Selection : Experiments on the Evolution of Algorithms for Image Enhancement , 1997 .

[35]  Aude Billard,et al.  Evolutionary robotics-a children's game , 1998, 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98TH8360).

[36]  Masayuki Numao,et al.  Authoring support by interactive genetic algorithm and case based retrieval , 1998, 1998 Second International Conference. Knowledge-Based Intelligent Electronic Systems. Proceedings KES'98 (Cat. No.98EX111).

[37]  Miho Ohsaki,et al.  Improvement of presenting interface by predicting the evaluation order to reduce the burden of human interactive EC operators , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[38]  T. Metzinger The evolution of evolvability Ruth Garret Millikan Varieties of Meaning: The 2002 Jean Nicod Lectures , 2005, Trends in Cognitive Sciences.

[39]  Karl Sims,et al.  Interactive evolution of equations for procedural models , 1993, The Visual Computer.

[40]  Y. Ishino Data Analyses Using Simulated Breeding and Inductive Learning Methods , 2007 .

[41]  Hitoshi Iba,et al.  Interactive evolutionary computation , 2009, New Generation Computing.