Generalized Linear Models for Categorical and Continuous Limited Dependent Variables (Chapman & Hall/Crc Statistics in the Social and Behavioral Sciences) - Softcover

Buch 4 von 40: Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences

Smithson, Michael; Merkle, Edgar C.

 
9781032477466: Generalized Linear Models for Categorical and Continuous Limited Dependent Variables (Chapman & Hall/Crc Statistics in the Social and Behavioral Sciences)
Softcover
ISBN 10: 1032477466 ISBN 13: 9781032477466
Verlag: Chapman and Hall/CRC, 2023

Inhaltsangabe

Generalized Linear Models for Categorical and Continuous Limited Dependent Variables is designed for graduate students and researchers in the behavioral, social, health, and medical sciences. It incorporates examples of truncated counts, censored continuous variables, and doubly bounded continuous variables, such as percentages.



The book provides broad, but unified, coverage, and the authors integrate the concepts and ideas shared across models and types of data, especially regarding conceptual links between discrete and continuous limited dependent variables. The authors argue that these dependent variables are, if anything, more common throughout the human sciences than the kind that suit linear regression. They cover special cases or extensions of models, estimation methods, model diagnostics, and, of course, software. They also discuss bounded continuous variables, boundary-inflated models, and methods for modeling heteroscedasticity.




Wherever possible, the authors have illustrated concepts, models, and techniques with real or realistic datasets and demonstrations in R and Stata, and each chapter includes several exercises at the end. The illustrations and exercises help readers build conceptual understanding and fluency in using these techniques. At several points the authors bring together material that has been previously scattered across the literature in journal articles, software package documentation files, and blogs. These features help students learn to choose the appropriate models for their purpose.

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Über die Autorin bzw. den Autor

Michael Smithson, Edgar C. Merkle

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Verlag
Chapman and Hall/CRC
Erscheinungsdatum
2023
Sprache
Englisch
ISBN 10 
1032477466
ISBN 13 
9781032477466
Einband
Taschenbuch
Auflage
1
Anzahl der Seiten
308
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar

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9781466551732: Generalized Linear Models for Categorical and Continuous Limited Dependent Variables (Chapman & Hall / CRC Statistics in the Social and Behavioral Sciences, Band 11)

Vorgestellte Ausgabe

ISBN 10:  1466551739 ISBN 13:  9781466551732
Verlag: Taylor & Francis Inc, 2013
Hardcover