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Bayesian Multilevel Models for Repeated Measures Data
A Conceptual and Practical Introduction in R
Taschenbuch von Santiago Barreda (u. a.)
Sprache: Englisch

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Beschreibung
This comprehensive book is an introduction to multilevel Bayesian models in R using brms and the Stan programming language. Featuring a series of fully worked analyses of repeated-measures data, focus is placed on active learning through the analyses of the progressively more complicated models presented throughout the book.
This comprehensive book is an introduction to multilevel Bayesian models in R using brms and the Stan programming language. Featuring a series of fully worked analyses of repeated-measures data, focus is placed on active learning through the analyses of the progressively more complicated models presented throughout the book.
Über den Autor

Santiago Barreda is a phonetician in the Linguistics Department at the University of California, Davis, USA, with a particular interest in speech perception.

Noah Silbert is a former Academic and is currently a practicing Stoic. His training and background are in phonetics, perceptual modeling, and statistics.

Inhaltsverzeichnis

Preface

Acknowledgments

1. Introduction: Experiments and Variables

2. Probabilities, Likelihood, and Inference

3. Fitting Bayesian Regression Models with brms

4. Inspecting a 'Single Group' of Observations using a Bayesian Multilevel Model

5. Comparing Two Groups of Observations: Factors and Contrasts

6. Variation in Parameters ('Random Effects') and Model Comparison

7. Comparing Many Groups, Interactions, and Posterior Predictive Checks

8. Varying Variances, More about Priors, and Prior Predictive Checks

9. Quantitative Predictors and their Interactions with Factors

10. Logistic Regression and Signal Detection Theory Models

11. Multiple Quantitative Predictors, Dealing with Large Models, and Bayesian ANOVA

12. Multinomial and Ordinal Regression

13. Writing up Experiments: An investigation of the Perception of Apparent Speaker Characteristics from Speech Acoustics

Details
Erscheinungsjahr: 2023
Fachbereich: Allgemeines
Genre: Psychologie
Rubrik: Geisteswissenschaften
Thema: Lexika
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9781032259635
ISBN-10: 1032259639
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Barreda, Santiago
Silbert, Noah
Hersteller: Routledge
Maße: 244 x 170 x 26 mm
Von/Mit: Santiago Barreda (u. a.)
Erscheinungsdatum: 18.05.2023
Gewicht: 0,831 kg
Artikel-ID: 126527770
Über den Autor

Santiago Barreda is a phonetician in the Linguistics Department at the University of California, Davis, USA, with a particular interest in speech perception.

Noah Silbert is a former Academic and is currently a practicing Stoic. His training and background are in phonetics, perceptual modeling, and statistics.

Inhaltsverzeichnis

Preface

Acknowledgments

1. Introduction: Experiments and Variables

2. Probabilities, Likelihood, and Inference

3. Fitting Bayesian Regression Models with brms

4. Inspecting a 'Single Group' of Observations using a Bayesian Multilevel Model

5. Comparing Two Groups of Observations: Factors and Contrasts

6. Variation in Parameters ('Random Effects') and Model Comparison

7. Comparing Many Groups, Interactions, and Posterior Predictive Checks

8. Varying Variances, More about Priors, and Prior Predictive Checks

9. Quantitative Predictors and their Interactions with Factors

10. Logistic Regression and Signal Detection Theory Models

11. Multiple Quantitative Predictors, Dealing with Large Models, and Bayesian ANOVA

12. Multinomial and Ordinal Regression

13. Writing up Experiments: An investigation of the Perception of Apparent Speaker Characteristics from Speech Acoustics

Details
Erscheinungsjahr: 2023
Fachbereich: Allgemeines
Genre: Psychologie
Rubrik: Geisteswissenschaften
Thema: Lexika
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9781032259635
ISBN-10: 1032259639
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Barreda, Santiago
Silbert, Noah
Hersteller: Routledge
Maße: 244 x 170 x 26 mm
Von/Mit: Santiago Barreda (u. a.)
Erscheinungsdatum: 18.05.2023
Gewicht: 0,831 kg
Artikel-ID: 126527770
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