Text Mining for Information Professionals: An Uncharted Territory
暫譯: 資訊專業人員的文本挖掘:一片未知領域
Manika Lamba , Margam Madhusudhan
- 出版商: Springer
- 出版日期: 2022-04-22
- 售價: $3,750
- 貴賓價: 9.5 折 $3,563
- 語言: 英文
- 頁數: 340
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3030850846
- ISBN-13: 9783030850845
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相關分類:
Text-mining
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相關主題
商品描述
This book focuses on a basic theoretical framework dealing with the problems, solutions, and applications of text mining and its various facets in a very practical form of case studies, use cases, and stories.
The book contains 11 chapters with 14 case studies showing 8 different text mining and visualization approaches, and 17 stories. In addition, both a website and a Github account are also maintained for the book. They contain the code, data, and notebooks for the case studies; a summary of all the stories shared by the librarians/faculty; and hyperlinks to open an interactive virtual RStudio/Jupyter Notebook environment. The interactive virtual environment runs case studies based on the R programming language for hands-on practice in the cloud without installing any software.
From understanding different types and forms of data to case studies showing the application of each text mining approaches on data retrieved from various resources, this book is a must-read for all library professionals interested in text mining and its application in libraries. Additionally, this book will also be helpful to archivists, digital curators, or any other humanities and social science professionals who want to understand the basic theory behind text data, text mining, and various tools and techniques available to solve and visualize their research problems.
商品描述(中文翻譯)
這本書專注於一個基本的理論框架,處理文本挖掘的問題、解決方案及其各種面向,並以非常實用的案例研究、使用案例和故事的形式呈現。
本書包含11章,提供14個案例研究,展示8種不同的文本挖掘和可視化方法,以及17個故事。此外,書籍還維護了一個網站和一個Github帳戶,這些平台包含案例研究的代碼、數據和筆記本;由圖書館員/教職員分享的所有故事的摘要;以及超連結以開啟互動式虛擬RStudio/Jupyter Notebook環境。這個互動式虛擬環境基於R程式語言運行案例研究,讓讀者能在雲端進行實作練習,而無需安裝任何軟體。
從理解不同類型和形式的數據,到案例研究展示每種文本挖掘方法在從各種資源中檢索的數據上的應用,這本書是所有對文本挖掘及其在圖書館應用感興趣的圖書館專業人員必讀的書籍。此外,這本書對於檔案管理員、數位策展人或任何希望了解文本數據、文本挖掘及解決和可視化其研究問題的各種工具和技術的社會科學和人文科學專業人員也將非常有幫助。
作者簡介
Manika Lamba is a Ph.D. candidate at the Department of Library and Information Science, University of Delhi, India. She is currently serving as the Editor-in-Chief of the International Journal of Library and Information Services (IJLIS), the Elected Standing Committee Member for IFLA Science and Technology Libraries Section, and Newsletter Officer for ASIS&T South Asia Chapter. She was Editor-at-large for dh+lib (an ACRL Digital Humanities Interest Group project) and was featured in the Information Professionals Share their Top Tips for 2019 blog by the Copyright Clearance Center (CCC). She is an active reviewer for more than 17 international journals, including IEEE Access, Scientometrics, Library Hi-Tech, and the Journal of Information Science. Her scholarship focuses on the intersections of computational social science, social informatics, information retrieval, services, and management.
Margam Madhusudhan is currently working as a Professor in the Department of Library and Information Science, University of Delhi, India. He has worked as Deputy Dean Academics and Member of Academic Council at the University of Delhi. He is a member of many academic bodies, editorial board of national and international LIS journals. He is the recipient of the "Award for Excellence" (Highly Commended) in 2019, "Excellence in Research" in 2017, P.V. Verghese Award in 2013. He has 22 years of teaching, administration, and research experience at the university level.
作者簡介(中文翻譯)
**Manika Lamba** 是印度德里大學圖書館與資訊科學系的博士候選人。她目前擔任《國際圖書館與資訊服務期刊》(International Journal of Library and Information Services, IJLIS)的主編,並且是國際圖書館協會(IFLA)科學與技術圖書館部門的當選常務委員會成員,以及ASIS&T南亞分會的通訊官。她曾擔任dh+lib(ACRL數位人文學科興趣小組專案)的特約編輯,並在版權清除中心(Copyright Clearance Center, CCC)2019年「資訊專業人士分享他們的最佳建議」部落格中被介紹。她是超過17本國際期刊的活躍審稿人,包括IEEE Access、Scientometrics、Library Hi-Tech和Journal of Information Science。她的研究重點在於計算社會科學、社會資訊學、資訊檢索、服務與管理的交集。
**Margam Madhusudhan** 目前在印度德里大學圖書館與資訊科學系擔任教授。他曾擔任德里大學的學術副院長及學術委員會成員。他是多個學術機構的成員,並且是國內外圖書館與資訊科學期刊的編輯委員會成員。他於2019年獲得「卓越獎」(Highly Commended)、2017年的「研究卓越獎」以及2013年的P.V. Verghese獎。他在大學層級擁有22年的教學、行政和研究經驗。