Detailed Information
Cited 0 time in 
Cited 0 time in 
Cited 0 time in
Metadata Downloads
A Graphical Method of Checking the Adequacy of Linear Systematic Component in Generalized Linear ModelsA Graphical Method of Checking the Adequacy of Linear Systematic Component in Generalized Linear Models
- Other Titles
- A Graphical Method of Checking the Adequacy of Linear Systematic Component in Generalized Linear Models
- Authors
- 김지현
- Issue Date
- Jan-2008
- Publisher
- 한국통계학회
- Keywords
- Boosting; nonparametric regression; bootstrap con& macr; dence intervals.
- Citation
- Communications for Statistical Applications and Methods, v.15, no.1, pp.27 - 41
- Volume
- 15
- Number
- 1
- Start Page
- 27
- End Page
- 41
- ISSN
- 2287-7843
- Abstract
- A graphical method of checking the adequacy of a generalized linear model is proposed. The graph helps to assess the assumption that the link function of mean can be expressed as a linear combination of explanatory variables in the generalized linear model. For the graph the boosting tech- nique is applied to estimate nonparametrically the relationship between the link function of the mean and the explanatory variables, though any other nonparametric regression methods can be applied. Through simulation stud- ies with normal and binary data, the eectiveness of the graph is demon- strated. And we list some limitations and technical details of the graph.
- Files in This Item
- There are no files associated with this item.
- Appears in
Collections - College of Natural Sciences > ETC > 1. Journal Articles
Items in ScholarWorks are protected by copyright, with all rights reserved, unless otherwise indicated.
Related Researcher
- Kim, Ji Hyun
- College of Natural Sciences (Department of Statistics and Actuarial Science)