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Cumulative Sums of Residuals in GLMM and Its Implementation
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  • Cumulative Sums of Residuals in GLMM and Its Implementation
  • Cumulative Sums of Residuals in GLMM and Its Implementation
저자명
Choi. DoYeon,Jeong. KwangMo
간행물명
Communications for statistical applications and methods
권/호정보
2014년|21권 5호|pp.423-433 (11 pages)
발행정보
한국통계학회
파일정보
정기간행물|ENG|
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이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
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기타언어초록

Test statistics using cumulative sums of residuals have been widely used in various regression models including generalized linear models(GLM). Recently, Pan and Lin (2005) extended this testing procedure to the generalized linear mixed models(GLMM) having random effects, in which we encounter difficulties in computing the marginal likelihood that is expressed as an integral of random effects distribution. The Gaussian quadrature algorithm is commonly used to approximate the marginal likelihood. Many commercial statistical packages provide an option to apply this type of goodness-of-fit test in GLMs but available programs are very rare for GLMMs. We suggest a computational algorithm to implement the testing procedure in GLMMs by a freely accessible R package, and also illustrate through practical examples.