Hyper-Heuristics: Theory and Applications (Natural Computing Series)
暫譯: 超啟發式演算法:理論與應用(自然計算系列)

Nelishia Pillay, Rong Qu

  • 出版商: Springer
  • 出版日期: 2018-10-18
  • 售價: $4,510
  • 貴賓價: 9.5$4,285
  • 語言: 英文
  • 頁數: 130
  • 裝訂: Hardcover
  • ISBN: 3319965131
  • ISBN-13: 9783319965130
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This introduction to the field of hyper-heuristics presents the required foundations and tools and illustrates some of their applications. The authors organized the 13 chapters into three parts. The first, hyper-heuristic fundamentals and theory, provides an overview of selection constructive, selection perturbative, generation constructive and generation perturbative hyper-heuristics, and then a formal definition of hyper-heuristics. The chapters in the second part of the book examine applications of hyper-heuristics in vehicle routing, nurse rostering, packing and examination timetabling. The third part of the book presents advanced topics and then a summary of the field and future research directions. Finally the appendices offer details of the HyFlex framework and the EvoHyp toolkit, and then the definition, problem model and constraints for the most tested combinatorial optimization problems. 


The book will be of value to graduate students, researchers, and practitioners.

商品描述(中文翻譯)

本書對超啟發式(hyper-heuristics)領域的介紹提供了所需的基礎和工具,並說明了一些應用案例。作者將13章內容分為三個部分。第一部分,超啟發式的基本原理和理論,概述了選擇性建構(selection constructive)、選擇性擾動(selection perturbative)、生成性建構(generation constructive)和生成性擾動(generation perturbative)超啟發式,然後給出超啟發式的正式定義。書籍的第二部分探討了超啟發式在車輛路由、護理排班、打包和考試時間表安排中的應用。第三部分則介紹了進階主題,並總結該領域及未來的研究方向。最後,附錄提供了HyFlex框架和EvoHyp工具包的詳細資訊,以及最常測試的組合優化問題的定義、問題模型和約束條件。

本書對研究生、研究人員和實務工作者將具有價值。