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ID:33871045
大小:2.99 MB
页数:436页
时间:2019-03-01
《Clever Algorithms - Nature Inspired Programming Recipes - J Brownlee 2011.pdf》由会员上传分享,免费在线阅读,更多相关内容在学术论文-天天文库。
1、JasonBrownleeCleverAlgorithmsNature-InspiredProgrammingRecipesiiJasonBrownlee,PhDJasonBrownleestudiedAppliedScienceatSwinburneUniversityinMelbourne,Australia,goingontocompleteaMastersinInformationTechnologyfocusingonNichingGeneticAlgorithms,andaPhDinthefieldofArtificialImmuneS
2、ystems.JasonhasworkedforanumberofyearsasaConsultantandSoftwareEngineerforarangeofCorporateandGovernmentorganizations.Whennotwritingbooks,JasonlikestocompeteinMachineLearningcompetitions.CoverImage©Copyright2011JasonBrownlee.AllReserved.CleverAlgorithms:Nature-InspiredProgram
3、mingRecipes©Copyright2011JasonBrownlee.SomeRightsReserved.FirstEdition.LuLu.January2011ISBN:978-1-4467-8506-5ThisworkislicensedunderaCreativeCommonsAttribution-Noncommercial-ShareAlike2.5AustraliaLicense.Thefulltermsofthelicensearelocatedonlineathttp://creativecommons.org/li
4、censes/by-nc-sa/2.5/au/legalcodeWebpageSourcecodeandadditionalresourcescanbedownloadedfromthebookscompanionwebsiteonlineathttp://www.CleverAlgorithms.comContentsForewordviiPrefaceixIBackground11Introduction31.1WhatisAI...........................31.2ProblemDomains............
5、............91.3UnconventionalOptimization.................131.4BookOrganization.......................161.5HowtoReadthisBook....................191.6FurtherReading........................201.7Bibliography..........................21IIAlgorithms272StochasticAlgorithms292.1Ov
6、erview............................292.2RandomSearch.........................302.3AdaptiveRandomSearch...................342.4StochasticHillClimbing....................392.5IteratedLocalSearch......................432.6GuidedLocalSearch......................492.7VariableNeigh
7、borhoodSearch.................552.8GreedyRandomizedAdaptiveSearch.............602.9ScatterSearch.........................662.10TabuSearch...........................732.11ReactiveTabuSearch.....................79iiiivContents3EvolutionaryAlgorithms873.1Overview...............
8、.............873.2GeneticAlgorithm.......................923.3GeneticProgra
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