Evaluating individuals in interactive genetic algorithms using variational granularity
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| 001 | 605469563 | ||
| 003 | CHVBK | ||
| 005 | 20210128100323.0 | ||
| 007 | cr unu---uuuuu | ||
| 008 | 210128e20150301xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s00500-014-1285-x |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1285-x | ||
| 245 | 0 | 0 | |a Evaluating individuals in interactive genetic algorithms using variational granularity |h [Elektronische Daten] |c [Dunwei Gong, Jian Chen, Xiaoyan Sun, Jing Sun] |
| 520 | 3 | |a User fatigue significantly restricts the practical applications of interactive genetic algorithms for complicated optimization problems. To alleviate user fatigue, an interactive genetic algorithm is presented in this study, where individuals are evaluated with varying accuracy. In the developed algorithm, multiple language sets with different granularities are proposed and applied to evaluate individuals. A subset of the whole language sets is chosen first to evaluate a population, adaptively to the convergence of the current population. For an individual in the current population, an appropriate language set is chosen from the subset to evaluate it according to the distance between the individual and the user's preferred region. The proposed algorithm is compared with some other algorithms in literature on curtain design. Empirical results demonstrate that the developed algorithm can significantly alleviate user fatigue and improve search efficiency. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a Genetic algorithm |2 nationallicence | |
| 690 | 7 | |a Interaction |2 nationallicence | |
| 690 | 7 | |a User fatigue |2 nationallicence | |
| 690 | 7 | |a Granularity |2 nationallicence | |
| 690 | 7 | |a Entropy |2 nationallicence | |
| 700 | 1 | |a Gong |D Dunwei |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | |
| 700 | 1 | |a Chen |D Jian |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | |
| 700 | 1 | |a Sun |D Xiaoyan |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | |
| 700 | 1 | |a Sun |D Jing |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/3(2015-03-01), 621-635 |x 1432-7643 |q 19:3<621 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1285-x |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s00500-014-1285-x |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Gong |D Dunwei |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Chen |D Jian |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Sun |D Xiaoyan |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Sun |D Jing |u School of Information and Electrical Engineering, China University of Mining and Technology, 21116, Xuzhou, People's Republic of China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/3(2015-03-01), 621-635 |x 1432-7643 |q 19:3<621 |1 2015 |2 19 |o 500 | ||