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Introduction to general and generalized linear models / by Henrik Madsen and Poul Thyregod.
- Format:
- Book
- Author/Creator:
- Madsen, Henrik, 1955- author.
- Thyregod, Poul, author.
- Series:
- Texts in statistical science.
- Chapman & Hall/CRC Texts in Statistical Science
- Language:
- English
- Subjects (All):
- Linear models (Statistics).
- Generalized estimating equations.
- Physical Description:
- 1 online resource (307 p.)
- Edition:
- First edition.
- Place of Publication:
- Boca Raton, FL : CRC Press, an imprint of Taylor and Francis, 2010.
- Language Note:
- English
- Summary:
- Bridging the gap between theory and practice for modern statistical model building, Introduction to General and Generalized Linear Models presents likelihood-based techniques for statistical modelling using various types of data. Implementations using R are provided throughout the text, although other software packages are also discussed. Numerous examples show how the problems are solved with R.
- Contents:
- Cover; Title; Copyright; Contents; Preface; CHAPTER 1: Introduction; CHAPTER 2: The likelihood principle; CHAPTER 3: General linear models; CHAPTER 4: Generalized linear models; CHAPTER 5: Mixed effects models; CHAPTER 6: Hierarchical models; CHAPTER 7: Real life inspired problems; APPENDIX A: Supplement on the law of error propagation; APPENDIX B: Some probability distributions; APPENDIX C: List of symbols; Bibliography
- Notes:
- Description based upon print version of record.
- Includes bibliographical references.
- Description based on print version record.
- ISBN:
- 0-429-11170-3
- 1-4398-9114-1
- 9780429111709
- OCLC:
- 908079477
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