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      KCI등재

      Kernel Poisson Regression for Longitudinal Data

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      https://www.riss.kr/link?id=A104235931

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      다국어 초록 (Multilingual Abstract)

      An estimating procedure is introduced for the nonlinear mixed-effect Poisson regression, for longitudinal study, where data from different subjects are independent whereas data from same subject are correlated. The proposed procedure provides the estimates of the mean function of the response variables, where the canonical parameter is related to the input vector in a nonlinear form. The generalized cross validation function is introduced to choose optimal hyper-parameters in the procedure. Experimental results are then presented, which indicate the performance of the proposed estimating procedure.
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      An estimating procedure is introduced for the nonlinear mixed-effect Poisson regression, for longitudinal study, where data from different subjects are independent whereas data from same subject are correlated. The proposed procedure provides the esti...

      An estimating procedure is introduced for the nonlinear mixed-effect Poisson regression, for longitudinal study, where data from different subjects are independent whereas data from same subject are correlated. The proposed procedure provides the estimates of the mean function of the response variables, where the canonical parameter is related to the input vector in a nonlinear form. The generalized cross validation function is introduced to choose optimal hyper-parameters in the procedure. Experimental results are then presented, which indicate the performance of the proposed estimating procedure.

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      참고문헌 (Reference)

      1 Thall, P.F, "Some Covariance Models for Longitudinal Count Data with Overdispersion" 46 : 657-671, 1990

      2 Craven, P, "Smoothing Noisy Data with Spline Functions : Estimating the Correct Degree of Smoothing by the Method of Generalized Cross-Validation" 31 : 377-403, 1979

      3 Long,J.S, "Regression Models for Categorical and Limited Dependent Variables, Advanced Quantitative Techniques in the Social Sciences" Sage Publications 7-, 1997

      4 Hedeker, D, "Longitudinal Data Analysis" John Wiley & Sons 2006

      5 Vermunt,J.K, "Log-Linear Event History Analysis, Series on Work and Organization" Tilburg: Tilburg University Press 1996

      6 Gu, C, "Generalized Nonparametric Mixed-Effect Models: Computation and Smoothing Parameter Selection" 14 (14): 485-504, 2005

      7 McCullagh, P, "Generalized Linear Models, Monographs on Statistics and Applied Probability" London: Chapman & Hall 1983

      8 Mercer,J, "Functions of Positive and Negative Type and Their Connection with Theory of Integral Equations" 415-446, 1909

      9 O'Sullivan, F, "Automatic Smoothing of Regression Functions in Generalized Linear Models" 81 : 96-103, 1986

      1 Thall, P.F, "Some Covariance Models for Longitudinal Count Data with Overdispersion" 46 : 657-671, 1990

      2 Craven, P, "Smoothing Noisy Data with Spline Functions : Estimating the Correct Degree of Smoothing by the Method of Generalized Cross-Validation" 31 : 377-403, 1979

      3 Long,J.S, "Regression Models for Categorical and Limited Dependent Variables, Advanced Quantitative Techniques in the Social Sciences" Sage Publications 7-, 1997

      4 Hedeker, D, "Longitudinal Data Analysis" John Wiley & Sons 2006

      5 Vermunt,J.K, "Log-Linear Event History Analysis, Series on Work and Organization" Tilburg: Tilburg University Press 1996

      6 Gu, C, "Generalized Nonparametric Mixed-Effect Models: Computation and Smoothing Parameter Selection" 14 (14): 485-504, 2005

      7 McCullagh, P, "Generalized Linear Models, Monographs on Statistics and Applied Probability" London: Chapman & Hall 1983

      8 Mercer,J, "Functions of Positive and Negative Type and Their Connection with Theory of Integral Equations" 415-446, 1909

      9 O'Sullivan, F, "Automatic Smoothing of Regression Functions in Generalized Linear Models" 81 : 96-103, 1986

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      학술지 이력

      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2022 평가예정 계속평가 신청대상 (등재유지)
      2017-01-01 평가 우수등재학술지 선정 (계속평가)
      2013-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2010-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2008-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2005-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2004-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2003-01-01 평가 등재후보학술지 유지 (등재후보2차) KCI등재후보
      2002-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2001-01-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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      학술지 인용정보

      학술지 인용정보
      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 1.18 1.18 1.07
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      1.01 0.91 0.911 0.35
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