Text Mining with Machine Learning: Principles and Techniques
暫譯: 機器學習文本挖掘：原則與技術

Zizka, Jan, Darena, Frantisek, Svoboda, Arnost

Text Mining with Machine Learning: Principles and Techniques
  • 出版商: CRC
  • 出版日期: 2019-11-11
  • 售價: $7,670
  • 貴賓價: 9.5 折 $7,287
  • 語言: 英文
  • 頁數: 400
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1138601829
  • ISBN-13: 9781138601826
  • 相關分類: Text-mining、Machine Learning

    • 海外代購書籍(需單獨結帳)

商品描述

Categorization and meaning analysis of big textual datasets found on the internet currently presents a challenge for intelligent automatic processing. By combining collections of training samples, knowledge which is not immediately visible can be revealed. This book presents modern methods of text-mining using effective, time-tested machine-learning algorithms. It includes a comprehensive overview of machine learning-based methods applied to knowledge discovery and points out their pros and cons. Applications of the algorithms are also demonstrated using the R language and using real-world data from common accessible internet sources, such as social networks.

商品描述(中文翻譯)

大規模文本數據集的分類和意義分析目前對於智能自動處理來說是一項挑戰。通過結合訓練樣本的集合，可以揭示出不立即可見的知識。本書介紹了使用有效且經過時間考驗的機器學習算法的現代文本挖掘方法。它包括了基於機器學習的知識發現方法的全面概述，並指出了這些方法的優缺點。還使用 R 語言展示了算法的應用，並使用來自常見可訪問的互聯網來源（如社交網絡）的真實數據。

作者簡介

Jan Zizka, is Associate Professor and senior scientist, a founder of the Natural Language Processing and TextMining Group at the Department of Informatics, Mendel University in Brno, Czech Republic. He is author of approx. 90 peer-to-peer review publications in international scientific journals, conference proceedings, and monographs. He is a member of editorial board of several international journals and editor-in-chief of three International Journals in computer science. He deals with machine learning and its applications particularly to the natural language processing and text mining.

Frantisek Dařena, is Associate Professor and Head of the Natural Language Processing and Text Mining Group atthe Department of Informatics, Mendel University in Brno, Czech Republic. He is author of several publications in international scientific journals, conference proceedings, and monographs, and a member of the editorial board of international journals, as well as editor-in-chief of International Journal in Foundations of Computer Science & Technology. His research areas include intelligent data processing, machine learning, and text/data mining.

Arnost Svoboda, is teacher and researcher at the Department of Applied Mathematics and Computer Science, Masaryk University of Brno, Czech Republic. He is a very experienced systemprogrammer and expert in many different software tools and programming languages. He is an external memberof the Natural Language Processing and Text Mining Group at the Department of Informatics, Faculty ofBusiness and Economics, Mendel University in Brno, Czech Republic, participating on research and its softwareimplementation.

作者簡介(中文翻譯)

Jan Zizka 是捷克布爾諾孟德爾大學資訊學系的副教授及高級科學家，也是自然語言處理與文本挖掘小組的創始人。他在國際科學期刊、會議論文集和專著上發表了約90篇同行評審的出版物。他是幾本國際期刊的編輯委員會成員，並擔任三本計算機科學國際期刊的主編。他專注於機器學習及其在自然語言處理和文本挖掘中的應用。

Frantisek Dařena 是捷克布爾諾孟德爾大學資訊學系的副教授及自然語言處理與文本挖掘小組的負責人。他在國際科學期刊、會議論文集和專著上發表了多篇出版物，並且是國際期刊的編輯委員會成員，同時擔任計算機科學與技術基礎國際期刊的主編。他的研究領域包括智能數據處理、機器學習和文本/數據挖掘。

Arnost Svoboda 是捷克布爾諾馬薩里克大學應用數學與計算機科學系的教師和研究員。他是一位非常有經驗的系統程式設計師，精通多種不同的軟體工具和程式語言。他是捷克布爾諾孟德爾大學商業與經濟學院資訊學系自然語言處理與文本挖掘小組的外部成員，參與研究及其軟體實作。

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