The time complexity analysis of a class of gene expression programming
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| 003 | CHVBK | ||
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| 008 | 210128e20150601xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s00500-014-1551-y |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1551-y | ||
| 245 | 0 | 4 | |a The time complexity analysis of a class of gene expression programming |h [Elektronische Daten] |c [Xin Du, Youcong Ni, Datong Xie, Xin Yao, Peng Ye, Ruliang Xiao] |
| 520 | 3 | |a This paper studies the time complexity of gene expression programming based on maintaining elitist (ME-GEP). Using the theory of Markov chain and the technique of artificial fitness level, the properties of transition matrices of ME-GEP are analyzed. Based on the properties, the upper and lower bounds of the average time complexity of ME-GEP are obtained. Furthermore, the upper bound is estimated, which is determined by the parameters of ME-GEP algorithm. And the theoretical results acquired in this paper are used to analyze ME-GEP for solving function modeling and clustering problem. At last, a set of experiments are performed on these problems to illustrate the effectiveness of theoretical results. The results show that the upper bound of expected first hitting time can be used to direct the algorithm design of ME-GEP. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a GEP |2 nationallicence | |
| 690 | 7 | |a ME-GEP |2 nationallicence | |
| 690 | 7 | |a Average time complexity |2 nationallicence | |
| 690 | 7 | |a Artificial fitness level |2 nationallicence | |
| 690 | 7 | |a Markov chain |2 nationallicence | |
| 700 | 1 | |a Du |D Xin |u Faculty of Software, Fujian Normal University, 350108, Fujian, China |4 aut | |
| 700 | 1 | |a Ni |D Youcong |u Faculty of Software, Fujian Normal University, 350108, Fujian, China |4 aut | |
| 700 | 1 | |a Xie |D Datong |u Department of Information Management Engineering, Fujian Commercial College, 350012, Fujian, China |4 aut | |
| 700 | 1 | |a Yao |D Xin |u The Centre of Excellence for Research in Computational Intelligence and Applications(CERCIA), School of Computer Science, The University of Birmingham, Edgbaston, B15 2TT, Birmingham, UK |4 aut | |
| 700 | 1 | |a Ye |D Peng |u College of Mathematics and Computer, Wuhan Textile University, 430073, Wuhan, China |4 aut | |
| 700 | 1 | |a Xiao |D Ruliang |u Faculty of Software, Fujian Normal University, 350108, Fujian, China |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/6(2015-06-01), 1611-1625 |x 1432-7643 |q 19:6<1611 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1551-y |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/s00500-014-1551-y |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Du |D Xin |u Faculty of Software, Fujian Normal University, 350108, Fujian, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Ni |D Youcong |u Faculty of Software, Fujian Normal University, 350108, Fujian, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Xie |D Datong |u Department of Information Management Engineering, Fujian Commercial College, 350012, Fujian, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Yao |D Xin |u The Centre of Excellence for Research in Computational Intelligence and Applications(CERCIA), School of Computer Science, The University of Birmingham, Edgbaston, B15 2TT, Birmingham, UK |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Ye |D Peng |u College of Mathematics and Computer, Wuhan Textile University, 430073, Wuhan, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Xiao |D Ruliang |u Faculty of Software, Fujian Normal University, 350108, Fujian, China |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/6(2015-06-01), 1611-1625 |x 1432-7643 |q 19:6<1611 |1 2015 |2 19 |o 500 | ||