Computational Intelligence and Mathematics for Tackling Complex Problems
暫譯: 計算智慧與數學在解決複雜問題中的應用
Koczy, Laszlo T., Medina-Moreno, Jesus, Ramirez-Poussa, Eloisa
- 出版商: Springer
- 出版日期: 2019-05-14
- 售價: $5,640
- 貴賓價: 9.5 折 $5,358
- 語言: 英文
- 頁數: 200
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030160238
- ISBN-13: 9783030160234
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商品描述
This book combines computational intelligence and mathematics to solve theoretical and real-world problems. The real challenges of engineering and other applied sciences, e.g. economics and management, the social sciences, etc., and even everyday life, are increasingly raising complex problems - both in the usual sense, but also in the mathematical and theoretical computer science sense, which is referred to as intractability. Finding exact solutions to the latest problems in mathematics is impossible, and it has been also shown that no further technical advance will ever make it possible to find general and exact solutions to such complex problems. Rather, the goal is to find solutions that are "good enough" or "acceptably accurate," including models and corresponding algorithms, which is most often achieved by combining traditional mathematical techniques and computational intelligence tools, such as fuzzy systems, evolutionary and memetic algorithms, and artificial neural networks.
Consequently, international funding programs, such as the European Commission's current framework program for research and innovation (Horizon 2020), and the preliminary research team building COST Actions, are devoted to developing new instruments for tackling the challenges that we face in the current technological age. And it goes without saying that research topics concerning the interactions between computational intelligence and traditional mathematics play a key role in overcoming the obstacles associated with the intractability of complex problems. In this book, mathematicians, engineers, and other scientists highlight novel methodological results connecting these two main research areas, and focusing on solving real-life problems.商品描述(中文翻譯)
本書結合計算智慧與數學,以解決理論和現實世界中的問題。工程及其他應用科學(例如經濟學和管理學、社會科學等)以及日常生活中所面臨的真正挑戰,日益引發複雜問題——這些問題不僅在一般意義上如此,也在數學和理論計算機科學的意義上,這被稱為不可解性。對於數學中最新問題的精確解決方案是無法實現的,並且已經證明,未來的技術進步也無法使我們找到這些複雜問題的一般和精確解決方案。相反,目標是找到“足夠好”或“可接受準確度”的解決方案,包括模型和相應的算法,這通常是通過結合傳統數學技術和計算智慧工具(如模糊系統、進化算法和人工神經網絡)來實現的。
因此,國際資助計劃,如歐洲委員會目前的研究與創新框架計劃(Horizon 2020)以及初步的研究團隊建設COST行動,致力於開發新工具以應對我們在當前技術時代所面臨的挑戰。不言而喻,關於計算智慧與傳統數學之間相互作用的研究主題在克服與複雜問題的不可解性相關的障礙中扮演著關鍵角色。在本書中,數學家、工程師和其他科學家強調了連接這兩個主要研究領域的新方法論結果,並專注於解決現實生活中的問題。