Text Mining with Machine Learning: Principles and Techniques

Author:   Jan Žižka ,  František Dařena (Mendel University, Czech Republic) ,  Arnošt Svoboda (Masarytk University, Czech Republic)
Publisher:   Taylor & Francis Ltd
ISBN:  

9781138601826


Pages:   352
Publication Date:   11 November 2019
Format:   Hardback
Availability:   In Print   Availability explained
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Text Mining with Machine Learning: Principles and Techniques


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Author:   Jan Žižka ,  František Dařena (Mendel University, Czech Republic) ,  Arnošt Svoboda (Masarytk University, Czech Republic)
Publisher:   Taylor & Francis Ltd
Imprint:   CRC Press
Weight:   0.485kg
ISBN:  

9781138601826


ISBN 10:   1138601829
Pages:   352
Publication Date:   11 November 2019
Audience:   Professional and scholarly ,  General/trade ,  Professional & Vocational ,  General
Format:   Hardback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

Introduction to the Text Mining. Problematics. Textual Data in Natural Languages and Their Computer Representation. Typical Tasks and Problems. Basic Processing Tools. Machine Learning and Its Application. Applying Sequences of Machine Learning Algorithms. R-language and Its Use for Machine Learning-Based Text Mining. Real-World-Data Examples and Their Basic Preprocessing Using R. Advanced Text Mining Using Machine Learning and R. Selecting Appropriate Machine Learning Algorithms. Examples of Typical Task Solutions. Interpretation of Results.

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Author Information

Jan Žižka is a consultant in machine learning and data mining. He has worked as a system programmer, developer of advanced software systems, and researcher. For the last 25 years, he has devoted himself to AI and machine learning, especially text mining. He has been a faculty at a number of universities and research institutes. He has authored approximately 100 international publications. František Dařena is an associate professor and the head of the Text Mining and NLP group at the Department of Informatics, Mendel University, Brno. He has published numerous articles in international scientific journals, conference proceedings, and monographs, and is a member of editorial boards of several international journals. His research includes text/data mining, intelligent data processing, and machine learning. Arnošt Svoboda is an expert programer. His speciality includes programming languages and systems such as R, Assembler, Matlab, PL/1, Cobol, Fortran, Pascal, and others. He started as a system programmer. The last 20 years, Arnošt has worked also as a teacher and researcher at Masaryk University in Brno. His current interest are machine learning and data mining.

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