Regression Modeling for Linguistic Data - Softcover

Sonderegger, Morgan

 
9780262045483: Regression Modeling for Linguistic Data
Softcover
ISBN 10: 0262045486 ISBN 13: 9780262045483
Verlag: The MIT Press, 2023

Inhaltsangabe

The first comprehensive textbook on regression modeling for linguistic data offers an incisive conceptual overview along with worked examples that teach practical skills for realistic data analysis.

In the first comprehensive textbook on regression modeling for linguistic data in a frequentist framework, Morgan Sonderegger provides graduate students and researchers with an incisive conceptual overview along with worked examples that teach practical skills for realistic data analysis. The book features extensive treatment of mixed-effects regression models, the most widely used statistical method for analyzing linguistic data. 

Sonderegger begins with preliminaries to regression modeling: assumptions, inferential statistics, hypothesis testing, power, and other errors. He then covers regression models for non-clustered data: linear regression, model selection and validation, logistic regression, and applied topics such as contrast coding and nonlinear effects. The last three chapters discuss regression models for clustered data: linear and logistic mixed-effects models as well as model predictions, convergence, and model selection. The book’s focused scope and practical emphasis will equip readers to implement these methods and understand how they are used in current work.

  • The only advanced discussion of modeling for linguists
  • Uses R throughout, in practical examples using real datasets
  • Extensive treatment of mixed-effects regression models
  • Contains detailed, clear guidance on reporting models
  • Equal emphasis on observational data and data from controlled experiments
  • Suitable for graduate students and researchers with computational interests across linguistics and cognitive science

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Über die Autorin bzw. den Autor

Morgan Sonderegger is Associate Professor of Linguistics at McGill University.

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Verlag
The MIT Press
Erscheinungsdatum
2023
Sprache
Englisch
ISBN 10 
0262045486
ISBN 13 
9780262045483
Einband
Taschenbuch
Anzahl der Seiten
454
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Easy Access System Europe
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