Machine Learning and Metaheuristics: Methods and Analysis (機器學習與元啟發式演算法：方法與分析)

Dulhare, Uma N., Houssein, Essam Halim

Machine Learning and Metaheuristics: Methods and Analysis
  • 出版商: Springer
  • 出版日期: 2024-11-02
  • 售價: $7,140
  • 貴賓價: 9.5 折 $6,783
  • 語言: 英文
  • 頁數: 295
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 9819966477
  • ISBN-13: 9789819966479
  • 相關分類: Machine Learning

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book takes a balanced approach between theoretical understanding and real-time applications. All the topics included real-world problems which show how to explore, build, evaluate, and optimize machine learning models fusion with metaheuristic algorithms. Optimization algorithms classified into two broad categories as deterministic and probabilistic algorithms. The content of book elaborates optimization algorithms such as particle swarm optimization, ant colony optimization, whale search algorithm, and cuckoo search algorithm.

商品描述(中文翻譯)

本書在理論理解與實際應用之間採取了平衡的方式。所有主題均包含現實世界的問題，展示如何探索、構建、評估和優化結合了元啟發式演算法的機器學習模型。優化演算法分為兩大類：確定性演算法和隨機演算法。本書內容詳細闡述了如粒子群優化、螞蟻群優化、鯨魚搜尋演算法和杜鵑搜尋演算法等優化演算法。

作者簡介

- Uma N. Dulhare is currently working as a professor and the head Computer Science and Artificial Intelligence Department, Muffakham Jah College of Engineering and Technology, Hyderabad, India. She received her Ph.D. in Computer Science and Engineering from Osmania University, Hyderabad, India. She has published more than 50 research papers in reputed National, International Journals & chapters in the topics machine learning, IoT, image processing. She is the reviewer for Scopus and SCI journals like Springer, Elsevier, IEEE, MDPI, Wiley, etc. Her research interest includes data mining, AI, big data analytics, and machine learning, IoT, cloud computing, biomedical image processing, and soft computing. She is also a pride recipient of Best Computer Science Faculty, Best Academic Researcher, Teaching and Research Excellence, and Outstanding Educator and Scholar award.


Essam H. Houssein received his Ph.D. degree in Computer Science (AI). He is an associate professor at the Faculty of Computers and Information, Minia University, Egypt. He is the founder and the chair of the Artificial Intelligence Research (AIR) Group in Egypt. He has more than 200 scientific research papers published in prestigious international journals in the topics for instance meta-heuristics optimization, artificial intelligence, image processing, IoT, and its applications. He serves as a reviewer of more than 100 journals (Elsevier, Springer, IEEE, etc.). His research interests include WSNs, IoT, AI, bioinformatics and biomedical, image processing, data mining, and meta-heuristics optimization techniques.

作者簡介(中文翻譯)

- Uma N. Dulhare 目前擔任印度海德拉巴 Muffakham Jah 工程與技術學院計算機科學與人工智慧系的教授及系主任。她在印度海德拉巴的奧斯曼尼亞大學獲得計算機科學與工程的博士學位。她在機器學習、物聯網、影像處理等主題上發表了超過 50 篇研究論文，並在知名的國內外期刊及書籍章節中發表。她是 Scopus 和 SCI 期刊的審稿人，包括 Springer、Elsevier、IEEE、MDPI、Wiley 等。她的研究興趣包括資料探勘、人工智慧、大數據分析、機器學習、物聯網、雲端計算、生物醫學影像處理及軟計算。她也榮獲最佳計算機科學教師、最佳學術研究者、教學與研究卓越獎以及傑出教育者與學者獎等多項榮譽。

Essam H. Houssein 獲得計算機科學（人工智慧）博士學位。他是埃及米尼亞大學計算機與資訊學院的副教授。他是埃及人工智慧研究（AIR）小組的創始人及主席。他在國際知名期刊上發表了超過 200 篇科學研究論文，主題包括元啟發式優化、人工智慧、影像處理、物聯網及其應用。他擔任超過 100 本期刊（如 Elsevier、Springer、IEEE 等）的審稿人。他的研究興趣包括無線感測網路、物聯網、人工智慧、生物資訊學及生物醫學、影像處理、資料探勘和元啟發式優化技術。

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