Buch, Englisch, Band 130, 230 Seiten, Format (B × H): 156 mm x 234 mm, Gewicht: 345 g
Reihe: Lecture Notes in Statistics
Buch, Englisch, Band 130, 230 Seiten, Format (B × H): 156 mm x 234 mm, Gewicht: 345 g
Reihe: Lecture Notes in Statistics
ISBN: 978-981-3083-29-5
Verlag: Springer Nature Singapore
This book gives a comprehensive introduction to exponential family nonlinear models, which are the natural extension of generalized linear models and normal nonlinear regression models. The differential geometric framework is presented for these models and the geometric methods are widely used in this book. The author also pays more attention to regression diagnostics and influence analysis. The book is ideally suited for researchers who work in statistical inference and for graduate students with a basic knowledge of statistics.
Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik Mathematik Algebra Lineare und multilineare Algebra, Matrizentheorie
- Mathematik | Informatik Mathematik Stochastik Mathematische Statistik
- Mathematik | Informatik Mathematik Stochastik Wahrscheinlichkeitsrechnung
- Interdisziplinäres Wissenschaften Wissenschaften: Forschung und Information Datenanalyse, Datenverarbeitung
Weitere Infos & Material
Exponential Family.- Exponential Family Nonlinear Models.- Geometric Framework.- Some Second Order Asymptotics.- Confidence Regions.- Diagnostics and Influence Analysis.- Extension.- Appendices.- Bibliography.- Author Index.- Subject Index.