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Titlebook: Hyper-Heuristics: Theory and Applications; Nelishia Pillay,Rong Qu Book 2018 Springer Nature Switzerland AG 2018 Hyperheuristics.Search.Co

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Nelishia Pillay,Rong Quological effects in marine fish exposed to such compounds. While much of this information is derived from laboratory studies, there is an increasing body of evidence from field studies supporting these relationships between PAH exposure and biological damage. Several of the most definitive field stu
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Introduction to Hyper-Heuristics that improve the results obtained by existing techniques for known benchmark sets. These benchmark sets are made publicly available for performance comparisons of different techniques in solving these problems. This research has revealed that while a technique may produce the best results for one o
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Selection Constructive Hyper-Heuristicsroblem. As discussed in Chapter 1, the purpose of low-level construction heuristics is to construct complete solutions, or initial solutions for optimization. Solving a problem begins at an initial state and goes through a number of different problem states until the final state or solution state is
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Generation Constructive Hyper-Heuristics for optimization techniques to solve the problem. These heuristics are problem dependent and are rules of thumb, manually derived based on human intuition. Deriving constructive heuristics is a time-consuming process. Generation constructive hyper-heuristics aim to automate this process by generati
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Theoretical Aspect—A Formal Definition Initially, hyper-heuristics have been defined as a search technique “to decide (select) at a higher abstraction level which low-level heuristics to apply” [51], “to combine simple heuristics” [162], or recently as a search method or learning mechanism for selecting or generating heuristics to solve
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