Handbook of Artificial Intelligence and Data Sciences for Routing Problems
暫譯: 人工智慧與數據科學在路由問題中的手冊
Oliveira, Carlos A. S., Pardalos, Miltiades P.
- 出版商: Springer
- 出版日期: 2025-03-14
- 售價: $7,860
- 貴賓價: 9.5 折 $7,467
- 語言: 英文
- 頁數: 257
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031782615
- ISBN-13: 9783031782619
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相關分類:
人工智慧、Data Science
海外代購書籍(需單獨結帳)
相關主題
商品描述
This handbook delves into the rapidly evolving field of artificial intelligence and optimization, focusing on the intersection of machine learning, combinatorial optimization, and real-world applications in transportation and network design.
Covering an array of topics from classical optimization problems such as the Traveling Salesman Problem and the Knapsack Problem, to modern techniques including advanced heuristic methods, Generative Adversarial Networks, and Variational Autoencoders, this book provides a roadmap for solving complex problems. The included case studies showcase practical implementations of algorithms in predicting route sequences, traffic management, and eco-friendly transportation.
This comprehensive guide is essential for researchers, practitioners, and students interested in AI and optimization. Whether you are a researcher seeking standard approaches or a professional looking for practical solutions to industry challenges, this book offers valuable insights into modern AI algorithms.
商品描述(中文翻譯)
本手冊深入探討快速發展的人工智慧與優化領域，專注於機器學習、組合優化與交通運輸及網路設計等現實應用的交集。
本書涵蓋從經典優化問題（如旅行推銷員問題 Traveling Salesman Problem 和背包問題 Knapsack Problem）到現代技術（包括先進的啟發式方法、生成對抗網路 Generative Adversarial Networks 和變分自編碼器 Variational Autoencoders）的一系列主題，提供了解決複雜問題的路線圖。所包含的案例研究展示了算法在預測路徑序列、交通管理和環保運輸中的實際應用。
這本全面的指南對於對人工智慧和優化感興趣的研究人員、實務工作者和學生來說是必不可少的。無論您是尋求標準方法的研究人員，還是尋找行業挑戰實用解決方案的專業人士，本書都提供了對現代人工智慧算法的寶貴見解。
作者簡介
Dr. Carlos Oliveira is a researcher and consultant in the area of combinatorial optimization and data science. He holds a PhD in Operations Research from University of Florida. Dr. Oliveira has more than 15 years of experience in academia as well as in companies such as Bloomberg, Amazon, and AT&T, where he developed optimization and scientific applications. He is the author of 4 books in combinatorial optimization and financial programming.
Miltiades P. Pardalos holds a BS in Industrial Engineering and is a Phd candidate at Texas A&M. His research is in the area of optimization and applications. He has previous experience working for Amazon.com.作者簡介(中文翻譯)
卡洛斯·奧利維拉博士（Dr. Carlos Oliveira）是一位專注於組合優化和數據科學的研究員和顧問。他擁有佛羅里達大學（University of Florida）的運籌學博士學位。奧利維拉博士在學術界及彭博（Bloomberg）、亞馬遜（Amazon）和美國電話電報公司（AT&T）等公司擁有超過15年的經驗，期間他開發了優化和科學應用。他是四本有關組合優化和金融編程的書籍的作者。
米爾提亞德斯·P·帕達洛斯（Miltiades P. Pardalos）擁有工業工程學士學位，並且是德克薩斯農工大學（Texas A&M）的博士候選人。他的研究領域為優化及其應用。他曾在亞馬遜（Amazon.com）工作，擁有相關的工作經驗。
