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Beyond Multiple Linear Regression

Applied Generalized Linear Models And Multilevel Models in R

Innbundet
Engelsk
Chapman & Hall/CRC Texts in Statistical Science
Beyond Multiple Linear Regression
Beyond Multiple Linear Regression
  • Forfattere: Paul Roback , Julie Legler
  • Format: Innbundet
  • Antall sider: 418
  • Språk: Engelsk
  • Forlag/Utgiver: SD Books
  • Serienavn: Chapman & Hall/CRC Texts in Statistical Science
  • EAN: 9781439885383
  • Utgivelsesår: 2020
  • Bidragsyter: Roback, Paul; Legler, Julie
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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, the authors still introduce fairly sophisticated topics such as likelihood theory, zero-inflated Poisson, and parametric bootstrapping in an intuitive and applied manner. The case 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 appreciati