Artificial evolution for computer graphics
Proceedings of the 18th annual conference on Computer graphics and interactive techniques
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Multi-Objective Optimization Using Evolutionary Algorithms
Multi-Objective Optimization Using Evolutionary Algorithms
Evolutionary Art and Computers
Evolutionary Art and Computers
Evolution strategies –A comprehensive introduction
Natural Computing: an international journal
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Interactive evolution of XUL user interfaces
Proceedings of the 9th annual conference on Genetic and evolutionary computation
ConBreO: a music performance rendering system using hybrid approach of IEC and automated evolution
Proceedings of the 12th annual conference on Genetic and evolutionary computation
Analyzing human gaze path during an interactive optimization task
Proceedings of the 2010 workshop on Eye gaze in intelligent human machine interaction
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Interactive Evolutionary Computation (IEC) has been applied to art and design problems where the fitness of an individual is at least partially subjective. Applications usually present a population from which the preferred individuals are selected before the usual evolutionary operations are performed to produce the next generation. Large population sizes and numbers of generations impose significant demands on the user. This paper proposes that selecting by means of eye movements could reduce user fatigue without sacrificing quality of fitness assessment. In the first experiment, an eye-tracker is used to capture fixations and confirm the reliability of such a measure of attention as a fitness driver for subjective evaluation such as aesthetic preference. In a second experiment, the robustness and efficiency of this technique is investigated for varying population sizes, presentation durations and levels of fitness sampling. The results and their consequences for future IEC applications are discussed.