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Titlebook: Autonomous Search; Youssef Hamadi,Eric Monfroy,Frédéric Saubion Book 2012 Springer-Verlag Berlin Heidelberg 2012 Adaptation.Artificial lif

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发表于 2025-3-21 17:09:42 | 显示全部楼层 |阅读模式
期刊全称Autonomous Search
影响因子2023Youssef Hamadi,Eric Monfroy,Frédéric Saubion
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发行地址The contributors are among the leading researchers in the areas of heuristics, optimization, evolutionary computing and constraints.The book will be of benefit to researchers, engineers and postgradua
图书封面Titlebook: Autonomous Search;  Youssef Hamadi,Eric Monfroy,Frédéric Saubion Book 2012 Springer-Verlag Berlin Heidelberg 2012 Adaptation.Artificial lif
影响因子.Decades of innovations in combinatorial problem solving have produced better and more complex algorithms. These new methods are better since they can solve larger problems and address new application domains. They are also more complex which means that they are hard to reproduce and often harder to fine-tune to the peculiarities of a given problem. This last point has created a paradox where efficient tools are out of reach of practitioners..Autonomous search (AS) represents a new research field defined to precisely address the above challenge. Its major strength and originality consist in the fact that problem solvers can now perform self-improvement operations based on analysis of the performances of the solving process -- including short-term reactive reconfiguration and long-term improvement through self-analysis of the performance, offline tuning and online control, and adaptive control and supervised control. Autonomous search "crosses the chasm" and provides engineers and practitioners with systems that are able to autonomously self-tune their performance while effectively solving problems. .This is the first book dedicated to this topic, and it can be used as a reference f
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发表于 2025-3-21 21:12:01 | 显示全部楼层
Youssef Hamadi,Eric Monfroy,Frédéric SaubionThe contributors are among the leading researchers in the areas of heuristics, optimization, evolutionary computing and constraints.The book will be of benefit to researchers, engineers and postgradua
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Michel Chein,Marie-Laure Mugniertype of parameters used to specify their details. Furthermore, we consider the most important aspects of the parameter tuning problem and give an overview of existing parameter tuning methods. Finally, we elaborate on the methodological issues involved here and provide recommendations for further de
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Basic Algorithms for BG Homomorphismigh-performance algorithms for difficult computational problems. This chapter provides an introduction to these techniques and gives an overview of three families of procedures for automatically optimising the performance of parameterised algorithms. Racing procedures iteratively evaluate parameter
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