Linear Models: An Integrated Approach
mar 2003 · Series on Multivariate Analysis Kitab 6 · World Scientific
E-kitab
644
Səhifələr
family_home
Uyğundur
info
Bu e-kitab haqqında
Linear Models: An Integrated Approach aims to provide a clear and deep understanding of the general linear model using simple statistical ideas. Elegant geometric arguments are also invoked as needed and a review of vector spaces and matrices is provided to make the treatment self-contained. Complex, matrix-algebraic methods, such as those used in the rank-deficient case, are replaced by statistical proofs that are more transparent and that show the parallels with the simple linear model.
This book has the following special features:
- Use of simple statistical ideas such as linear zero functions and covariance adjustment to explain the fundamental as well as advanced concepts
- Emphasis on the statistical interpretation of complex algebraic results
- A thorough treatment of the singular linear model, including the case of multivariate response
- A unified discussion on models with a partially unknown dispersion matrix, including mixed-effects/variance-components models and models for spatial and time series data
- Insight into updates on the linear model and their connection with diagnostics, design, variable selection, the Kalman filter, etc.
- An extensive discussion on the foundations of linear inference, along with linear alternatives to least squares
- Coverage of other special topics, such as collinearity, stochastic and inequality constraints, misspecified models, etc.
- Simpler proofs of numerous known results
- Pointers to current research through examples and exercises
Linear Models: An Integrated Approach aims to provide a clear and deep understanding of the general linear model using simple statistical ideas. Elegant geometric arguments are also invoked as needed and a review of vector spaces and matrices is provided to make the treatment self-contained. Comp...
Kəşfə davam edin
Bu e-kitabı qiymətləndirin
Fikirlərinizi bizə deyin
Məlumat oxunur
Smartfonlar və planşetlər
Android və iPad/iPhone üçün Google Play Kitablar tətbiqini quraşdırın. Bu hesabınızla avtomatik sinxronlaşır və harada olmağınızdan asılı olmayaraq onlayn və oflayn rejimdə oxumanıza imkan yaradır.
Noutbuklar və kompüterlər
Kompüterinizin veb brauzerini istifadə etməklə Google Play'də alınmış audio kitabları dinləyə bilərsiniz.
eReader'lər və digər cihazlar
Kobo eReaders kimi e-mürəkkəb cihazlarında oxumaq üçün faylı endirməli və onu cihazınıza köçürməlisiniz. Faylları dəstəklənən eReader'lərə köçürmək üçün ətraflı Yardım Mərkəzi təlimatlarını izləyin.
