Evolutionary Computation in Combinatorial Optimization: 15th European Conference, EvoCOP 2015, Copenhagen, Denmark, April 8-10, 2015, Proceedings (Lecture Notes in Computer Science)
- 出版商: Springer
- 出版日期: 2015-03-26
- 售價: $2,370
- 貴賓價: 9.5 折 $2,252
- 語言: 英文
- 頁數: 248
- 裝訂: Paperback
- ISBN: 3319164678
- ISBN-13: 9783319164670
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相關分類:
Computer-Science
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商品描述
This book constitutes the refereed proceedings of the 15th European Conference on Evolutionary Computation in Combinatorial Optimization, EvoCOP 2015, held in Copenhagen, Denmark, in April 2015, co-located with the Evo*2015 events EuroGP, EvoMUSART and EvoApplications.
The 19 revised full papers presented were carefully reviewed and selected from 46 submissions. The papers cover methodology, applications and theoretical studies. The methods included evolutionary and memetic (hybrid) algorithms, iterated local search, variable neighbourhood search, ant colony optimization, artificial immune systems, hyper-heuristics and other adaptive approaches. The applications include both traditional domains, such as graph coloring, knapsack, vehicle routing, job-shop scheduling, the p-median and the orienteering problems; and new(er) domains such as designing deep recurrent neural networks, detecting network community structure, lock scheduling of ships, cloud resource management, the fire-fighter problem and AI planning. The theoretical studies involved approximation ratio, runtime and black-box complexity analyses.
商品描述(中文翻譯)
本書是第十五屆歐洲進化計算在組合優化中的會議(EvoCOP 2015)的經過審稿的會議論文集,該會議於2015年4月在丹麥哥本哈根舉行,並與Evo*2015的EuroGP、EvoMUSART和EvoApplications活動同時舉辦。
本次會議共呈現了19篇經過修訂的完整論文,這些論文是從46篇投稿中精心審核和選出的。論文涵蓋了方法論、應用和理論研究。所採用的方法包括進化算法和記憶算法(混合算法)、迭代局部搜索、變量鄰域搜索、螞蟻群優化、人工免疫系統、超啟發式算法及其他自適應方法。應用範疇包括傳統領域,如圖著色、背包問題、車輛路由、作業排程、p-中位數問題和定向問題;以及較新的領域,如設計深度遞迴神經網絡、檢測網絡社群結構、船舶鎖定排程、雲資源管理、消防員問題和人工智慧規劃。理論研究涉及近似比、運行時間和黑箱複雜度分析。