Ignatow, Gabe,
An introduction to text mining : research design, data collection, and analysis / Gabe Ignatow, University of North Texas, Rada Mihalcea, University of Michigan. - xxiv, 320 pages : illustrations ; 24 cm
Includes bibliographical references and index.
About the authors
Foundations
Text mining and text analysis
Acquiring data
Research ethics
The philosophy and logic of text mining
Research design and basic tools
Designing your research project
Web scraping and crawling
Text mining fundamentals
Lexical resources
Basic text processing
Supervised learning
Text analysis methods from the humanities and social sciences
Analyzing narratives
Analyzing themes
Analyzing metaphors
Text mining methods from computer science
Text classification
Opinion mining
Information extraction
Analyzing topics
Writing and reporting your research
Writing and reporting your research
Appendix A. Data sources for text mining
Appendix B. Text preparation and cleaning software
Appendix C. General text analysis software
Appendix D. Qualitative data analysis software
Appendix E. Opinion mining software
Appendix F. Concordance and keyword frequency software
Appendix G. Visualization software
Appendix H. List of websites
Appendix I. Statistical tools
Glossary
References
The book covers the most critical issues that must be taken into consideration for research projects, including web scraping and crawling, strategic data selection, data sampling, use of specific text analysis methods, and report writing. In addition to covering technical aspects of various approaches to contemporary text mining and analysis, the book covers ethical and philosophical dimensions of text-based research and social science research design
College of Education Bachelor of Secondary Education major in Mathematics College of Education Bachelor of Secondary Education major in Social Studies College of Engineering and Computer Studies Bachelor of Science in Computer Science College of Engineering and Computer Studies Bachelor of Science in Information Technology
Text in English
9781506337005 (acidfree paper)
2017038203
Data mining.
Social sciences--Research.
QA76.9.D343 / I425 2018
006.312 Ig5 / 2018
An introduction to text mining : research design, data collection, and analysis / Gabe Ignatow, University of North Texas, Rada Mihalcea, University of Michigan. - xxiv, 320 pages : illustrations ; 24 cm
Includes bibliographical references and index.
About the authors
Foundations
Text mining and text analysis
Acquiring data
Research ethics
The philosophy and logic of text mining
Research design and basic tools
Designing your research project
Web scraping and crawling
Text mining fundamentals
Lexical resources
Basic text processing
Supervised learning
Text analysis methods from the humanities and social sciences
Analyzing narratives
Analyzing themes
Analyzing metaphors
Text mining methods from computer science
Text classification
Opinion mining
Information extraction
Analyzing topics
Writing and reporting your research
Writing and reporting your research
Appendix A. Data sources for text mining
Appendix B. Text preparation and cleaning software
Appendix C. General text analysis software
Appendix D. Qualitative data analysis software
Appendix E. Opinion mining software
Appendix F. Concordance and keyword frequency software
Appendix G. Visualization software
Appendix H. List of websites
Appendix I. Statistical tools
Glossary
References
The book covers the most critical issues that must be taken into consideration for research projects, including web scraping and crawling, strategic data selection, data sampling, use of specific text analysis methods, and report writing. In addition to covering technical aspects of various approaches to contemporary text mining and analysis, the book covers ethical and philosophical dimensions of text-based research and social science research design
College of Education Bachelor of Secondary Education major in Mathematics College of Education Bachelor of Secondary Education major in Social Studies College of Engineering and Computer Studies Bachelor of Science in Computer Science College of Engineering and Computer Studies Bachelor of Science in Information Technology
Text in English
9781506337005 (acidfree paper)
2017038203
Data mining.
Social sciences--Research.
QA76.9.D343 / I425 2018
006.312 Ig5 / 2018
