000 | 03282nam a22005295i 4500 | ||
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001 | 978-3-540-32444-7 | ||
003 | DE-He213 | ||
005 | 20161121231117.0 | ||
007 | cr nn 008mamaa | ||
008 | 100301s2006 gw | s |||| 0|eng d | ||
020 |
_a9783540324447 _9978-3-540-32444-7 |
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024 | 7 |
_a10.1007/3-540-32444-5 _2doi |
|
050 | 4 | _aTA329-348 | |
050 | 4 | _aTA640-643 | |
072 | 7 |
_aTBJ _2bicssc |
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072 | 7 |
_aMAT003000 _2bisacsh |
|
082 | 0 | 4 |
_a519 _223 |
100 | 1 |
_aRothlauf, Franz. _eauthor. |
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245 | 1 | 0 |
_aRepresentations for Genetic and Evolutionary Algorithms _h[electronic resource] / _cby Franz Rothlauf. |
264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg, _c2006. |
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300 |
_aXVII, 325 p. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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505 | 0 | _aRepresentations for Genetic and Evolutionary Algorithms -- Three Elements of a Theory of Representations -- Time-Quality Framework for a Theory-Based Analysis and Design of Representations -- Analysis of Binary Representations of Integers -- Analysis and Design of Representations for Trees -- Analysis and Design of Search Operators for Trees -- Performance of Genetic and Evolutionary Algorithms on Tree Problems -- Summary and Conclusions. | |
520 | _aIn the field of genetic and evolutionary algorithms (GEAs), a large amount of theory and empirical study has focused on operators and test problems, while problem representation has often been taken as given. This book breaks away from this tradition and provides a comprehensive overview on the influence of problem representations on GEA performance. The book summarizes existing knowledge regarding problem representations and describes how basic properties of representations, such as redundancy, scaling, or locality, influence the performance of GEAs and other heuristic optimization methods. Using the developed theory, representations can be analyzed and designed in a theory-guided matter. The theoretical concepts are used for solving integer optimization problems and network design problems more efficiently. The book is written in an easy-to-read style and is intended for researchers, practitioners, and students who want to learn about representations. This second edition extends the analysis of the basic properties of representations and introduces a new chapter on the analysis of direct representations. | ||
650 | 0 | _aEngineering. | |
650 | 0 | _aOperations research. | |
650 | 0 | _aDecision making. | |
650 | 0 | _aInformation technology. | |
650 | 0 |
_aBusiness _xData processing. |
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650 | 0 | _aArtificial intelligence. | |
650 | 0 | _aApplied mathematics. | |
650 | 0 | _aEngineering mathematics. | |
650 | 1 | 4 | _aEngineering. |
650 | 2 | 4 | _aAppl.Mathematics/Computational Methods of Engineering. |
650 | 2 | 4 | _aArtificial Intelligence (incl. Robotics). |
650 | 2 | 4 | _aOperation Research/Decision Theory. |
650 | 2 | 4 | _aIT in Business. |
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9783540250593 |
856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/3-540-32444-5 |
912 | _aZDB-2-ENG | ||
950 | _aEngineering (Springer-11647) | ||
999 |
_c508743 _d508743 |