메뉴 건너뛰기




Volumn 64, Issue 1, 2002, Pages 119-139

Model selection in spline nonparametric regression

Author keywords

Bayesian analysis; Bayesian information criterion; Binary regression; Gibbs sampler; Thin plate splines; Variable selection

Indexed keywords


EID: 0036427356     PISSN: 13697412     EISSN: None     Source Type: Journal    
DOI: 10.1111/1467-9868.00328     Document Type: Article
Times cited : (31)

References (27)
  • 1
    • 84916537550 scopus 로고
    • Bayesian analysis of binary and polychotomous response data
    • Albert, J. and Chib, S. (1993) Bayesian analysis of binary and polychotomous response data. J. Am. Statist. Ass., 88, 669-679.
    • (1993) J. Am. Statist. Ass , vol.88 , pp. 669-679
    • Albert, J.1    Chib, S.2
  • 2
    • 0041974049 scopus 로고
    • Marginal likelihood from the Gibbs output
    • Chib, S. (1995) Marginal likelihood from the Gibbs output. J. Am. Statist. Ass., 90, 1313-1321.
    • (1995) J. Am. Statist. Ass , vol.90 , pp. 1313-1321
    • Chib, S.1
  • 3
    • 0023159666 scopus 로고
    • Statistical analysis of ambient ozone data when measurements are missing
    • Davison, A.C. and Hemphill, M.W. (1987) Statistical analysis of ambient ozone data when measurements are missing. Atmos. Environ., 21, 629-639.
    • (1987) Atmos. Environ , vol.21 , pp. 629-639
    • Davison, A.C.1    Hemphill, M.W.2
  • 5
    • 0002276308 scopus 로고
    • Assessment and propagation of model uncertainty (with discussion)
    • Draper, D. (1995) Assessment and propagation of model uncertainty (with discussion). J.R. Statist. Soc. B, 57, 45-97.
    • (1995) J.R. Statist. Soc. B , vol.57 , pp. 45-97
    • Draper, D.1
  • 7
    • 0000457666 scopus 로고
    • Cross-validating non-Gaussian data
    • Gu, C. (1992) Cross-validating non-Gaussian data. J. Comput. Graph. Statist., 1, 169-179.
    • (1992) J. Comput. Graph. Statist , vol.1 , pp. 169-179
    • Gu, C.1
  • 8
    • 21344496537 scopus 로고
    • Comparing nonparametric versus parametric regression fits
    • Härdle, W. and Mammen, E. (1993) Comparing nonparametric versus parametric regression fits. Ann. Statist., 21, 1926-1947.
    • (1993) Ann. Statist , vol.21 , pp. 1926-1947
    • Härdle, W.1    Mammen, E.2
  • 9
    • 0032265107 scopus 로고    scopus 로고
    • Testing parametric versus semiparametric modelling in generalized linear models
    • Härdle, W., Mammen, E. and Muller, M. (1998) Testing parametric versus semiparametric modelling in generalized linear models. J. Am. Statist. Ass., 93, 1461-1474.
    • (1998) J. Am. Statist. Ass , vol.93 , pp. 1461-1474
    • Härdle, W.1    Mammen, E.2    Muller, M.3
  • 10
    • 84866389083 scopus 로고
    • Generalized additive models: Some applications
    • Hastie, T.J. and Tibshirani, R.J. (1987) Generalized additive models: some applications. J. Am. Statist. Ass., 82, 371-386.
    • (1987) J. Am. Statist. Ass , vol.82 , pp. 371-386
    • Hastie, T.J.1    Tibshirani, R.J.2
  • 11
    • 0003598526 scopus 로고
    • New York: Chapman and Hall
    • _ (1990) Generalized Additive Models. New York: Chapman and Hall.
    • (1990) Generalized Additive Models
  • 12
    • 0000840529 scopus 로고    scopus 로고
    • Radial basis functions of variable dimension
    • Holmes, C.C. and Mallick, B.K. (1998) Radial basis functions of variable dimension. Neur. Computn, 10, 1217-1233.
    • (1998) Neur. Computn , vol.10 , pp. 1217-1233
    • Holmes, C.C.1    Mallick, B.K.2
  • 16
    • 0442293879 scopus 로고    scopus 로고
    • Bayes factors and approximations for variance component models
    • Pauler, D.K., Wakefield, J.C. and Kass, R.E. (1999) Bayes factors and approximations for variance component models. J. Am. Statist. Ass., 94, 1242-1253.
    • (1999) J. Am. Statist. Ass , vol.94 , pp. 1242-1253
    • Pauler, D.K.1    Wakefield, J.C.2    Kass, R.E.3
  • 19
    • 85007177660 scopus 로고
    • Estimating the dimension of a model
    • Schwarz, G. (1978) Estimating the dimension of a model. Ann. Statist., 6, 461-464.
    • (1978) Ann. Statist , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 20
    • 0026296394 scopus 로고
    • Analysis of the trend in ground level ozone using nonhomogeneous Poisson processes
    • Shively, T.S. (1991) Analysis of the trend in ground level ozone using nonhomogeneous Poisson processes. Atmos. Environ. B, 25, 387-396.
    • (1991) Atmos. Environ. B , vol.25 , pp. 387-396
    • Shively, T.S.1
  • 21
    • 0000824232 scopus 로고    scopus 로고
    • Nonparametric regression using Bayesian variable selection
    • Smith, M. and Kohn, R. (1996) Nonparametric regression using Bayesian variable selection. J. Econometr., 75, 317-344.
    • (1996) J. Econometr , vol.75 , pp. 317-344
    • Smith, M.1    Kohn, R.2
  • 22
    • 0028972640 scopus 로고
    • A point process approach to modeling trends in tropospheric ozone based on exceedances of a high threshold
    • Smith, R.L. and Shively, T.S. (1995) A point process approach to modeling trends in tropospheric ozone based on exceedances of a high threshold. Atmos. Environ., 29, 3489-3499.
    • (1995) Atmos. Environ , vol.29 , pp. 3489-3499
    • Smith, R.L.1    Shively, T.S.2
  • 23
    • 0003466536 scopus 로고
    • Philadelphia: Society for Industrial and Applied Mathematics
    • Wahba, G. (1990) Spline Models for Observational Data. Philadelphia: Society for Industrial and Applied Mathematics.
    • (1990) Spline Models for Observational Data
    • Wahba, G.1
  • 25
    • 85007173916 scopus 로고    scopus 로고
    • GRKPACK: Fitting smoothing spline anova models for exponential families
    • _ (1996) GRKPACK: fitting smoothing spline anova models for exponential families. Communs Statist. Simuln Computn, 26, 765-782.
    • (1996) Communs Statist. Simuln Computn , vol.26 , pp. 765-782
  • 26
    • 0001617321 scopus 로고    scopus 로고
    • A Bayesian approach to additive semiparametric regression
    • Wong, C. and Kohn, R. (1996) A Bayesian approach to additive semiparametric regression. J. Econometr., 74, 209-223.
    • (1996) J. Econometr , vol.74 , pp. 209-223
    • Wong, C.1    Kohn, R.2
  • 27
    • 0032347252 scopus 로고    scopus 로고
    • A Bayesian approach to robust nonparametric binary regression
    • Wood, S. and Kohn, R. (1998) A Bayesian approach to robust nonparametric binary regression. J. Am. Statist. Ass., 93, 203-213.
    • (1998) J. Am. Statist. Ass , vol.93 , pp. 203-213
    • Wood, S.1    Kohn, R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.