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Text Analysis with R is written with students and scholars of literature in mind but will be applicable to other humanists and social scientists wishing to extend their methodological toolkit to include quantitative and computational approaches to the study of text. Computation provides access to information in text that readers simply cannot gather using traditional qualitative methods of close reading and human synthesis. This new edition features two new chapters: one that introduces dplyr and tidyr in the context of parsing and analyzing dramatic texts to extract speaker and receiver data, and one on sentiment analysis using the syuzhet package. It is also filled with updated material in every chapter to integrate new developments in the field, current practices in R style, and the use of more efficient algorithms.
Text Analysis with R is written with students and scholars of literature in mind but will be applicable to other humanists and social scientists wishing to extend their methodological toolkit to include quantitative and computational approaches to the study of text. Computation provides access to information in text that readers simply cannot gather using traditional qualitative methods of close reading and human synthesis. This new edition features two new chapters: one that introduces dplyr and tidyr in the context of parsing and analyzing dramatic texts to extract speaker and receiver data, and one on sentiment analysis using the syuzhet package. It is also filled with updated material in every chapter to integrate new developments in the field, current practices in R style, and the use of more efficient algorithms.
Rosamond Thalken is an Instructor of English and Digital Technology and Culture at Washington State University. Her research engages questions about the intersections and impacts among digital technology, language, and gender. She currently teaches College Composition and Digital Diversity, a course which analyzes the cultural contexts within digital spaces, including intersections of race, gender, class, and sexuality. In 2019, Thalken finished her Master's degree in English Literature at Washington State University. Her thesis combined text analysis and close reading to explore the female Supreme Court Justices' rhetorical strategies for reinforcing ethos in court opinions.
Guides students and scholars with no programming experience who wish to learn R for text analysis
Integrates two new chapters that introduce dplyr, tidyr, and the syuzhet package
Flows from simple single text analysis to corpora level analysis, so that readers gain an immediate and fundamental understanding of computational text analysis
Includes supplementary material: [...]
Part I Microanalysis.- 1 R Basics.- 2 First Foray into Text Analysis with R.- 3 Accessing and Comparing Word Frequency Data.- 4 Token Distribution and Regular Expressions.- 5 Token Distribution Analysis by Chapter.- 6 Correlation.- 7 Measures of Lexical Variety.- 8 Hapax Richness.- 9 Do it KWIC.- 10 Do it KWIC(er) (And Better).- Part II Metadata.- 11 Introduction to dplyr.- 12 Parsing TEI XML- 13 Parsing and Analyzing Hamlet.- 14 Sentiment Analysis.- Part III Macroanalysis.- 15 Clustering.- 16 Classification.- 17 Topic Modeling.- 18 Part of Speech Tagging and Named Entity Recognition.- Appendices.- Index.- List of Tables.- List of Figures.
| Erscheinungsjahr: | 2021 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Mathematik, Medizin, Naturwissenschaften, Technik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Inhalt: |
xxiii
277 S. 21 s/w Illustr. 12 farbige Illustr. 277 p. 33 illus. 12 illus. in color. |
| ISBN-13: | 9783030396459 |
| ISBN-10: | 3030396452 |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Autor: |
Jockers, Matthew L.
Thalken, Rosamond |
| Auflage: | Second Edition 2020 |
| Hersteller: |
Springer
Palgrave Macmillan Springer International Publishing AG |
| Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
| Maße: | 235 x 155 x 17 mm |
| Von/Mit: | Matthew L. Jockers (u. a.) |
| Erscheinungsdatum: | 31.03.2021 |
| Gewicht: | 0,464 kg |