Titlebook: Design of Modern Heuristics; Principles and Appli Franz Rothlauf Textbook 2011 Springer-Verlag Berlin Heidelberg 2011 Artificial Intelligen

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1619-7127 ers in computer science, operations research and information.Most textbooks on modern heuristics provide the reader with detailed descriptions of the functionality of single examples like genetic algorithms, genetic programming, tabu search, simulated annealing, and others, but fail to teach the und

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Solar Nebula Magnetohydrodynamics is a prerequisite for developing high-quality modern heuristics. The fifth design element of modern heuristics, which is the search strategy, is discussed in Chap. 5, along with a classification of modern heuristics. The search strategy defines the types of intensification and diversification mechanisms.

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Solar Nebula Magnetohydrodynamicssification during search and to allow search methods to escape from local optima. This is achieved by various diversification techniques based on the representation, search operator, fitness function, initialization, or explicit diversification steps controlled by the search strategy.

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Rotations and Lorentz Transformationsecomposability. The locality of a problem is exploited by local search methods, whereas the decomposability is exploited by recombination-based search methods. Consequently, we discuss the locality and decomposability of a problem and how it affects the performance of modern heuristics.

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From Economic to Energy Transitionce of standard mutation operators. The study at hand is an example of how basic design principles of modern heuristics can be applied to explain performance differences between different GP approaches and demonstrates current challenges in the design of GE.

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