TY - GEN
T1 - Paired comparison-based interactive differential evolution
AU - Takagi, Hideyuki
AU - Pallez, Denis
PY - 2009
Y1 - 2009
N2 - We propose a system of Interactive Differential Evolution (IDE) based on paired comparisons for reducing user fatigue and evaluate its convergence speed in comparison with Interactive Genetic Algorithms (IGA) and tournament IGA. User interface and convergence performance are central to reducing Interactive Evolutionary Computation (IEC) user fatigue. Unlike IGA and conventional IDE, users of the proposed IDE and tournament IGA do not need to compare whole individuals with each other but rather only to compare pairs of individuals, which largely decreases user fatigue. In this paper, we design a pseudo-IEC user and evaluate another factor, IEC convergence performance, using IEC simulators and show that our proposed IDE converges significantly faster than IGA and tournament IGA, i.e. our proposed method is superior to others from both user interface and convergence performance points of view.
AB - We propose a system of Interactive Differential Evolution (IDE) based on paired comparisons for reducing user fatigue and evaluate its convergence speed in comparison with Interactive Genetic Algorithms (IGA) and tournament IGA. User interface and convergence performance are central to reducing Interactive Evolutionary Computation (IEC) user fatigue. Unlike IGA and conventional IDE, users of the proposed IDE and tournament IGA do not need to compare whole individuals with each other but rather only to compare pairs of individuals, which largely decreases user fatigue. In this paper, we design a pseudo-IEC user and evaluate another factor, IEC convergence performance, using IEC simulators and show that our proposed IDE converges significantly faster than IGA and tournament IGA, i.e. our proposed method is superior to others from both user interface and convergence performance points of view.
UR - http://www.scopus.com/inward/record.url?scp=77949604709&partnerID=8YFLogxK
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U2 - 10.1109/NABIC.2009.5393359
DO - 10.1109/NABIC.2009.5393359
M3 - Conference contribution
AN - SCOPUS:77949604709
SN - 9781424456123
T3 - 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings
SP - 475
EP - 480
BT - 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009 - Proceedings
T2 - 2009 World Congress on Nature and Biologically Inspired Computing, NABIC 2009
Y2 - 9 December 2009 through 11 December 2009
ER -