| Autore |
Roback, Paul autore |
| Titolo |
Beyond multiple linear regression : applied generalized linear models and multilevel models in R / Paul Roback, Julie Legler. Libro |
| Edizione |
First edition |
| Pubblicazione |
Boca Raton : CRC Press, Taylor & Francis Group, [2021] |
| ©2021 |
| Descrizione fisica |
xvii, 418 pagine : illustrazioni ; 24 cm |
| Serie |
Texts in statistical science |
| Nota bibliografica |
Bibliografia: pagine 409-415 |
| Contenuto |
1. Review of multiple linear regression -- 2. Beyond least squares: using likelihoods -- 3. Distribution theory -- 4. Poisson regression -- 5. Generalized linear models: a unifying theory -- 6. Logistic regression -- 7. Correlated data -- 8. Introduction to multilevel models -- 9. Two-level longitudinal data -- 10. Multilevel data with more than two levels -- 11. Multilevel generalized linear models |
| Riassunto |
Beyond Multiple Linear Regression: Applied Generalized Linear Models and Multilevel Models in R is designed for undergraduate students who have successfully completed a multiple linear regression course, helping them develop an expanded modeling toolkit that includes non-normal responses and correlated structure. Even though there is no mathematical prerequisite, Beyond Multiple Linear Regression still introduces fairly sophisticated topics such as likelihood theory, zero-inflated Poisson, and parametric bootstrapping in an intuitive and applied manner. Thecase studies and exercises feature real data and real research questions; thus, most of the data in the textbook comes from collaborative research conducted by the authors and their students, or from student projects. Every chapter features a variety of conceptual exercises, guided exercises, and open-ended exercises using real data. After working through this material, students will develop an expanded toolkit and a greater appreciation for the wider world of data and statistical modeling--Quarta di copertina |
| Soggetto |
Regressione -- Analisi |
| Modelli lineari (statistica) |
| Scienze sociali -- Metodi statistici |
| Altri Autori |
Legler, Julie autore |
| Serie |
Texts in statistical science |
| Nuova Numerazione |
448447 |
| Links to Related Works |
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