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/mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/WebResponse.php on line 42 http://de.evo-art.org/index.php?title=Accelerating_IEC_and_EC_Searches_with_Elite_Obtained_by_Dimensionality_Reduction_in_Regression_Spaces&feed=atom&action=history Accelerating IEC and EC Searches with Elite Obtained by Dimensionality Reduction in Regression Spaces - Versionsgeschichte 2024-03-29T00:25:48Z Versionsgeschichte dieser Seite in de_evolutionary_art_org MediaWiki 1.27.4 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745 Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in 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Jou…“ 2015-01-16T20:06:51Z <p>Die Seite wurde neu angelegt: „== Reference == Yan Pei and <a href="/index.php?title=Hideyuki_Takagi" title="Hideyuki Takagi">Hideyuki Takagi</a>: <a href="/index.php?title=Accelerating_IEC_and_EC_Searches_with_Elite_Obtained_by_Dimensionality_Reduction_in_Regression_Spaces" title="Accelerating IEC and EC Searches with Elite Obtained by Dimensionality Reduction in Regression Spaces">Accelerating IEC and EC Searches with Elite Obtained by Dimensionality Reduction in Regression Spaces</a>. Jou…“</p> <p><b>Neue Seite</b></p><div>== Reference ==<br /> Yan Pei and [[Hideyuki Takagi]]: [[Accelerating IEC and EC Searches with Elite Obtained by Dimensionality Reduction in Regression Spaces]]. Journal of Evolutionary Intelligence, Springer-Verlag Berlin Heidelberg, vol.6, no.1, pp. 27-40 (2013). <br /> <br /> == DOI ==<br /> http://dx.doi.org/10.1007/s12065-013-0088-9 <br /> <br /> == Abstract ==<br /> We propose a method for accelerating interactive evolutionary computation (IEC) and evolutionary computation (EC) searches using elite obtained in one-dimensional spaces and use benchmark functions to evaluate the proposed method. The method projects individuals onto n one-dimensional spaces corresponding to each of the n searching parameter axes, approximates each landscape using interpolation or an approximation method, finds the best coordinate from the approximated shape, obtains the elite by combining the best n found coordinates, and uses the elite for the next generation of the IEC or EC. The advantage of this method is that the elite may be easily obtained thanks to their projection onto each one-dimensional space and there is a higher possibility that the elite individual locates near the global optimum. We compare the proposal with methods for obtaining the landscape in the original search space, and show that our proposed method can significantly save computational time. Experimental evaluations of the technique with differential evolution using a simulated IEC user (Gaussian mixture model with different dimensions) and 34 benchmark functions show that the proposed method substantially accelerates IEC and EC searches.<br /> <br /> == Extended Abstract ==<br /> <br /> == Bibtex == <br /> <br /> == Used References ==<br /> Brest J, Greiner S, Boskovic B, Mernik M, Umer V (2008) Self-adapting control parameters in differential evolution: a comparative study on numerical benchmark problems. 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Trondheim, Norway, pp 2146–2422<br /> <br /> Pei Y, Takagi H (2011) Accelerating evolutionary computation with elite obtained in projected one-dimensional spaces. In: Proceedings of the 5th international conference on genetic and evolutionary computing (ICGEC2011). Kimmen Taiwan, Xiamen China, pp 89–92, 29 Aug, 1 Sept 2011<br /> <br /> Pei Y, Takagi H (2011) A novel traveling salesman problem solution by accelerated evolutionary computation with approximated cost matrix in an industrial application. In: Proceedings of the 3rd international conference on soft computing and pattern recognition (SoCPaR2011). Dalian, China, pp 39–44, 14–16 Oct 2011<br /> <br /> Pei Y, Takagi H (2011) A survey on accelerating evolutionary computation approaches. In: Proceedings of the 3rd international conference on soft computing and pattern recognition (SoCPaR2011). 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IEEE Trans Evol Comput 13(5):945–958 http://dx.doi.org/10.1109/TEVC.2009.2014613<br /> <br /> Takagi H, Pallez D (2009) Paired comparison-based interactive differential evolution. In: The first world congress on nature and biologically inspired computing (NaBIC2009). Coimbatore, India, pp 375–480, 9–11 Dec 2009<br /> <br /> Takagi H, Ingu T, Ohnishi K (2003) Accelerating a GA convergence by fitting a single-peak function. J Jpn Soc Fuzzy Theory Intell Inform 15(2):219–229 (in Japanese)<br /> <br /> Takagi H (2001) Interactive evolutionary computation: fusion of the capabilities of EC optimization and human evaluation. Proc IEEE 89(9):1275–1296 http://dx.doi.org/10.1109/5.949485<br /> <br /> Wang Y, Cai ZX, Guo GQ, Zhou YR (2007) Multiobjective optimization and hybrid evolutionary algorithm to solve constrained optimization problems. 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IEEE Trans Syst Man Cybern Part C Appl Rev 37(1):66–76 http://dx.doi.org/10.1109/TSMCC.2005.855506<br /> <br /> <br /> == Links ==<br /> === Full Text === <br /> [extern file]<br /> <br /> [[intern file]]<br /> <br /> === Sonstige Links ===</div> Gbachelier Deprecated: strlen(): Passing null to parameter #1 ($string) of type string is deprecated in /mnt/web618/b0/56/5203556/htdocs/mediawiki_01/includes/db/Database.php on line 1745