Interactions Between Computational Intelligence and Mathematics
暫譯: 計算智慧與數學之間的互動
Koczy, Laszlo T., Medina, Jesus
- 出版商: Springer
- 出版日期: 2018-12-22
- 售價: $4,600
- 貴賓價: 9.5 折 $4,370
- 語言: 英文
- 頁數: 119
- 裝訂: Quality Paper - also called trade paper
- ISBN: 303009054X
- ISBN-13: 9783030090548
海外代購書籍(需單獨結帳)
相關主題
商品描述
This book presents recent research in the field of interaction between computational intelligence and mathematics, ranging from theory to applications. Computational intelligence, or soft computing consists of various bio-inspired methods, especially fuzzy systems, artificial neural networks, evolutionary and memetic algorithms. These research areas were initiated by professionals in various applied fields, such as engineers, economists, and financial and medical experts. Although computational intelligence offered solutions (at least quasi-optimal solutions) for problems with high complexity, vague and undeterministic features, initially little attention was paid to the mathematical models and analysis of the methods successfully applied. A typical example is the extremely successful Mamdani-algorithm, and its modifications and extensions, applied since the mid-1970s, where the first analysis of the simplest cases, showing why this algorithm was so efficient and stable, was not given until the early 1990s.
Since the mid-2000s, the authors have organized international conferences annually to focus on the mathematical methodological issues in connection with computational intelligence approaches. These conferences have attracted a large number of submissions with a wide scope of topics and quality. The editors selected several high-quality papers and approached the authors to submit an essentially extended and improved book chapter based on the lectures.This volume is the first contributed book on the subject.
Since the mid-2000s, the authors have organized international conferences annually to focus on the mathematical methodological issues in connection with computational intelligence approaches. These conferences have attracted a large number of submissions with a wide scope of topics and quality. The editors selected several high-quality papers and approached the authors to submit an essentially extended and improved book chapter based on the lectures.This volume is the first contributed book on the subject.
商品描述(中文翻譯)
本書介紹了計算智慧與數學之間互動的最新研究,涵蓋從理論到應用的各個方面。計算智慧或稱為軟計算,包含各種生物啟發的方法,特別是模糊系統、人工神經網絡、進化算法和模因算法。這些研究領域是由來自各種應用領域的專業人士發起的,例如工程師、經濟學家以及金融和醫療專家。儘管計算智慧為高複雜度、模糊和不確定性特徵的問題提供了解決方案(至少是準最佳解),但最初對於成功應用的方法的數學模型和分析卻鮮有關注。一個典型的例子是自1970年代中期以來極為成功的Mamdani算法及其修改和擴展,對於最簡單情況的首次分析,顯示為何該算法如此高效和穩定,直到1990年代初才出現。
自2000年代中期以來,作者每年組織國際會議,專注於與計算智慧方法相關的數學方法論問題。這些會議吸引了大量的投稿,涵蓋了廣泛的主題和質量。編輯們選擇了幾篇高質量的論文,並邀請作者根據講座提交本質上擴展和改進的書章。本卷是該主題的第一本貢獻書。