Community Structure Analysis from Social Networks
暫譯: 社交網絡中的社群結構分析
Bhat, Sajid Yousuf, Jan, Fouzia, Abulaish, Muhammad
- 出版商: CRC
- 出版日期: 2025-07-23
- 售價: $5,550
- 貴賓價: 9.5 折 $5,273
- 語言: 英文
- 頁數: 246
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032847484
- ISBN-13: 9781032847481
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相關分類:
遊戲引擎 Game-engine、行銷/網路行銷 Marketing
尚未上市,無法訂購
相關主題
商品描述
This book addresses social and complex network analysis challenges, exploring social network structures, dynamic networks, and hierarchical communities. Emphasizing network structure heterogeneity, including directionality and dynamics, it covers community structure concepts like distinctness, overlap, and hierarchy. The book aims to present challenges and innovative solutions in community structure detection, incorporating diversity into problem-solving. Furthermore, it explores the applications of identified community structures within network analysis, offering insights into social network dynamics.
- Investigates the practical applications and uses of community structures identified from network analysis across various domains of real-world networks.
- Highlights the challenges encountered in analyzing community structures and presents state-of-the-art approaches designed to address these challenges.
- Spans into various domains like business intelligence, marketing, and epidemics, examining influential node detection and crime within social networks.
- Explores methodologies for evaluating the quality and accuracy of community detection models.
- Examines a diverse range of challenges and offers innovative solutions in the field of detecting community structures from social networks.
The book is a ready reference for researchers and scholars of Computer Science and Computational Social Systems working in this area of Community Structure Analysis from Social Network Data.
商品描述(中文翻譯)
本書探討社會與複雜網路分析的挑戰,探索社會網路結構、動態網路及階層社群。強調網路結構的異質性,包括方向性和動態性,涵蓋社群結構的概念,如獨特性、重疊性和階層性。本書旨在呈現社群結構檢測中的挑戰與創新解決方案,並將多樣性納入問題解決過程。此外,本書還探討已識別社群結構在網路分析中的應用,提供對社會網路動態的見解。
- 研究從網路分析中識別的社群結構在各個現實世界網路領域的實際應用與用途。
- 突顯在分析社群結構時所遇到的挑戰,並提出旨在解決這些挑戰的最先進方法。
- 涉及商業智慧、行銷和流行病等多個領域,檢視社會網路中的影響節點檢測和犯罪問題。
- 探索評估社群檢測模型質量和準確性的方法論。
- 檢視各種挑戰並在社會網路中檢測社群結構的領域提供創新解決方案。
本書是計算機科學和計算社會系統領域研究人員和學者的即時參考,專注於社會網路數據中的社群結構分析。
作者簡介
Dr. Sajid Yousuf Bhat holds a Bachelor's and Master's degree in Computer Science from the University of Kashmir and earned his Ph.D. in Computer Science from Jamia Millia Islamia, New Delhi. He is Currently serving as a Senior Assistant Professor in the Department of Computer Science at the University of Kashmir, Hazratbal, Srinagar, Kashmir, India. He has over eight years of experience in academia and research. He has previously held faculty positions at the University of Delhi and the Central University of Kashmir. Dr. Bhat has published research articles in prestigious international journals, including IEEE Transactions, as well as in books and conference proceedings. His research interests encompass complex networks, social network analytics, community analytics, machine learning, and computer vision.
Dr. Fouzia Jan is an MBA in Finance and Marketing from Bangalore University. She has done her Ph.D. in Microfinance from Jamia Millia Islamia, New Delhi. She has published many research papers in renowned journals and presented various research papers in National as well as International Journals. Besides, she was awarded Maulana Azad National Fellowship by UGC, India during her research. She has qualified National Eligibility Test with JRF conducted by UGC, India in June, 2012. At present she is an assistant professor in management at Department of Humanities and Social Sciences, National Institute of Technology, Srinagar, Kashmir. She has also worked as a management faculty at University of Kashmir and Central University of Kashmir. Her areas of research interest include Microfinance, Service Marketing, Entrepreneurship, Finance and Banking.
Dr. M. Abulaish, a Professor of Computer Science at South Asian University (SAU), New Delhi, India, has over 26 years of academic and research experience. Since joining SAU in 2016, he has held key administrative roles, including Chairperson of the Computer Science Department, Director of Admissions and Examinations, and Acting Registrar. Previously, he served as Professor and Head of the Computer Science Department at Jamia Millia Islamia, New Delhi, and led a research group at King Saud University's Centre of Excellence in Information Assurance. Dr. Abulaish earned his Ph.D. from IIT Delhi in 2007 and founded the Laboratory for Data Science and Analytics at SAU, focusing on data-intensive interdisciplinary research. His work spans data mining, AI, machine learning, and network analysis, with applications in text mining, social network analysis, rumor detection, sentiment analysis, health informatics, and cybersecurity. He has authored over 140 publications, including eight in IEEE/ACM Transactions.
作者簡介(中文翻譯)
Dr. Sajid Yousuf Bhat 擁有喀什米爾大學的計算機科學學士和碩士學位,並在新德里的 Jamia Millia Islamia 獲得計算機科學博士學位。他目前擔任喀什米爾大學(Hazratbal, Srinagar, Kashmir, India)計算機科學系的高級助理教授。他在學術和研究方面擁有超過八年的經驗,曾在德里大學和喀什米爾中央大學擔任教職。Bhat 博士在包括 IEEE Transactions 在內的多個國際知名期刊上發表了研究文章,並在書籍和會議論文集中發表過作品。他的研究興趣包括複雜網絡、社交網絡分析、社區分析、機器學習和計算機視覺。
Dr. Fouzia Jan 擁有班加羅爾大學的財務與市場營銷 MBA 學位,並在新德里的 Jamia Millia Islamia 獲得微型金融博士學位。她在多個知名期刊上發表了許多研究論文,並在國內外期刊上展示了各種研究論文。此外,她在研究期間獲得了印度 UGC 的 Maulana Azad National Fellowship。她於 2012 年 6 月通過了由印度 UGC 進行的國家資格考試(JRF)。目前,她是喀什米爾國立技術學院人文與社會科學系的管理學助理教授。她還曾在喀什米爾大學和喀什米爾中央大學擔任管理學教職。她的研究興趣包括微型金融、服務營銷、創業、財務和銀行業。
Dr. M. Abulaish 是南亞大學(SAU)計算機科學教授,擁有超過 26 年的學術和研究經驗。自 2016 年加入 SAU 以來,他擔任了多個重要的行政職位,包括計算機科學系主任、招生與考試主任及代理註冊主任。此前,他曾在新德里的 Jamia Millia Islamia 擔任計算機科學系教授及系主任,並在沙特阿拉伯國王沙烏地大學的信息保障卓越中心領導一個研究小組。Abulaish 博士於 2007 年在 IIT Delhi 獲得博士學位,並在 SAU 創立了數據科學與分析實驗室,專注於數據密集型的跨學科研究。他的研究涵蓋數據挖掘、人工智慧、機器學習和網絡分析,應用於文本挖掘、社交網絡分析、謠言檢測、情感分析、健康信息學和網絡安全等領域。他已發表超過 140 篇論文,其中包括 8 篇在 IEEE/ACM Transactions 上的文章。