Handbook of Ai-Based Metaheuristics
暫譯: 基於人工智慧的元啟發式方法手冊
Kulkarni, Anand J., Siarry, Patrick
- 出版商: CRC
- 出版日期: 2021-09-02
- 售價: $9,060
- 貴賓價: 9.5 折 $8,607
- 語言: 英文
- 頁數: 398
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 0367753030
- ISBN-13: 9780367753030
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相關主題
商品描述
At the heart of the optimization domain are mathematical modeling of the problem and the solution methodologies. The problems are becoming larger and with growing complexity. Such problems are becoming cumbersome when handled by traditional optimization methods. This has motivated researchers to resort to artificial intelligence (AI)-based, nature-inspired solution methodologies or algorithms.
The Handbook of AI-based Metaheuristics provides a wide-ranging reference to the theoretical and mathematical formulations of metaheuristics, including bio-inspired, swarm-based, socio-cultural, and physics-based methods or algorithms; their testing and validation, along with detailed illustrative solutions and applications; and newly devised metaheuristic algorithms.
This will be a valuable reference for researchers in industry and academia, as well as for all Master's and PhD students working in the metaheuristics and applications domain.
商品描述(中文翻譯)
在優化領域的核心是問題的數學建模和解決方法。隨著問題規模的增大和複雜性的提高,這些問題在傳統優化方法下變得繁瑣。這促使研究人員轉向基於人工智慧(AI)的、受自然啟發的解決方法或算法。
《基於AI的元啟發式方法手冊》提供了元啟發式方法的理論和數學公式的廣泛參考,包括生物啟發、群體基礎、社會文化和物理基礎的方法或算法;它們的測試和驗證,以及詳細的示範解決方案和應用;還有新設計的元啟發式算法。
這將成為業界和學術界研究人員的重要參考資料,並且對於所有在元啟發式方法及其應用領域工作的碩士和博士生來說也非常有價值。
作者簡介
Patrick Siarry is a Professor of Automatics and Informatics at the University of Paris-Est Créteil, where he leads the Image and Signal Processing team in the Laboratoire Images, Signaux et Systèmes Intelligents (LiSSi).
Anand J Kulkarni is Associate Professor at the Symbiosis Center for Research and Innovation, Symbiosis International (Deemed University).
作者簡介(中文翻譯)
Patrick Siarry 是巴黎東克雷泰伊大學自動化與資訊學的教授,他在智能影像、信號與系統實驗室(LiSSi)領導影像與信號處理團隊。Anand J Kulkarni 是共生國際(被認定大學)共生研究與創新中心的副教授。