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Volumn 117, Issue , 2013, Pages 175-192

Bayesian regression based on principal components for high-dimensional data

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EID: 84875070859     PISSN: 0047259X     EISSN: 10957243     Source Type: Journal    
DOI: 10.1016/j.jmva.2013.02.002     Document Type: Article
Times cited : (8)

References (18)
  • 1
    • 4043135554 scopus 로고    scopus 로고
    • Optimal predictive model selection
    • Barbieri Maria Maddalena, Berger James O. Optimal predictive model selection. Ann. Statist. 2004, 32(3):870-897.
    • (2004) Ann. Statist. , vol.32 , Issue.3 , pp. 870-897
    • Barbieri, M.M.1    Berger, J.O.2
  • 2
    • 79954997618 scopus 로고    scopus 로고
    • Statistics for High-Dimensional Data: Methods, Theory and Applications
    • Springer, Heidelberg
    • Bühlmann Peter, van de Geer Sara Statistics for High-Dimensional Data: Methods, Theory and Applications. Springer Series in Statistics 2011, Springer, Heidelberg.
    • (2011) Springer Series in Statistics
    • Bühlmann, P.1    van de Geer, S.2
  • 3
    • 0346244306 scopus 로고    scopus 로고
    • Normal approximation to the posterior distribution for generalized linear models with many covariates
    • Ghosal Subhashis Normal approximation to the posterior distribution for generalized linear models with many covariates. Math. Methods Statist. 1997, 6(3):332-348.
    • (1997) Math. Methods Statist. , vol.6 , Issue.3 , pp. 332-348
    • Ghosal, S.1
  • 4
    • 0012224228 scopus 로고    scopus 로고
    • Asymptotic normality of posterior distributions in high-dimensional linear models
    • Ghosal Subhashis Asymptotic normality of posterior distributions in high-dimensional linear models. Bernoulli 1999, 5(2):315-331.
    • (1999) Bernoulli , vol.5 , Issue.2 , pp. 315-331
    • Ghosal, S.1
  • 5
    • 0001259111 scopus 로고    scopus 로고
    • Bayesian model averaging: a tutorial
    • With comments by M. Clyde, David Draper and E. I. George, and a rejoinder by the authors
    • Hoeting Jennifer A., Madigan David, Raftery Adrian E., Volinsky Chris T. Bayesian model averaging: a tutorial. Statist. Sci. 1999, 14(4):382-417. With comments by M. Clyde, David Draper and E. I. George, and a rejoinder by the authors.
    • (1999) Statist. Sci. , vol.14 , Issue.4 , pp. 382-417
    • Hoeting, J.A.1    Madigan, D.2    Raftery, A.E.3    Volinsky, C.T.4
  • 6
    • 0348237092 scopus 로고    scopus 로고
    • Stein estimation-a review
    • Hoffmann Kurt Stein estimation-a review. Statist. Papers 2000, 41(2):127-158.
    • (2000) Statist. Papers , vol.41 , Issue.2 , pp. 127-158
    • Hoffmann, K.1
  • 7
    • 0001208916 scopus 로고
    • Strong laws of large numbers for arrays of rowwise independent random variables
    • Hu Tien Chung, Móricz F., Taylor R.L. Strong laws of large numbers for arrays of rowwise independent random variables. Acta Math. Hungar. 1989, 54(1-2):153-162.
    • (1989) Acta Math. Hungar. , vol.54 , Issue.1-2 , pp. 153-162
    • Hu, T.C.1    Móricz, F.2    Taylor, R.L.3
  • 9
    • 50449090913 scopus 로고    scopus 로고
    • Bayesian variable selection for high dimensional generalized linear models: convergence rates of the fitted densities
    • Jiang Wenxin Bayesian variable selection for high dimensional generalized linear models: convergence rates of the fitted densities. Ann. Statist. 2007, 35(4):1487-1511.
    • (2007) Ann. Statist. , vol.35 , Issue.4 , pp. 1487-1511
    • Jiang, W.1
  • 10
    • 0003946510 scopus 로고    scopus 로고
    • Principal Component Analysis
    • Springer-Verlag, New York
    • Jolliffe I.T. Principal Component Analysis. Springer Series in Statistics 2002, Springer-Verlag, New York. second ed.
    • (2002) Springer Series in Statistics
    • Jolliffe, I.T.1
  • 11
    • 0033475174 scopus 로고    scopus 로고
    • Bayesian inference for semiparametric regression using a Fourier representation
    • Lenk Peter J. Bayesian inference for semiparametric regression using a Fourier representation. J. R. Stat. Soc. Ser. B Stat. Methodol. 1999, 61(4):863-879.
    • (1999) J. R. Stat. Soc. Ser. B Stat. Methodol. , vol.61 , Issue.4 , pp. 863-879
    • Lenk, P.J.1
  • 13
    • 77950939394 scopus 로고    scopus 로고
    • Consistency of objective Bayes factors as the model dimension grows
    • Moreno Elías, Javier Girón F., Casella George Consistency of objective Bayes factors as the model dimension grows. Ann. Statist. 2010, 38(4):1937-1952.
    • (2010) Ann. Statist. , vol.38 , Issue.4 , pp. 1937-1952
    • Moreno Elías1    Javier Girón, F.2    Casella, G.3
  • 14
    • 0642336882 scopus 로고    scopus 로고
    • An asymptotic theory for linear model selection
    • With comments and a rejoinder by the author
    • Shao Jun An asymptotic theory for linear model selection. Statist. Sinica 1997, 7(2):221-264. With comments and a rejoinder by the author.
    • (1997) Statist. Sinica , vol.7 , Issue.2 , pp. 221-264
    • Shao, J.1
  • 15
    • 70350345571 scopus 로고    scopus 로고
    • Bayesian modeling of uncertainty in ensembles of climate models
    • Smith Richard L., Tebaldi Claudia, Nychka Doug, Mearns Linda O. Bayesian modeling of uncertainty in ensembles of climate models. J. Amer. Statist. Assoc. 2009, 104(485):97-116.
    • (2009) J. Amer. Statist. Assoc. , vol.104 , Issue.485 , pp. 97-116
    • Smith, R.L.1    Tebaldi, C.2    Nychka, D.3    Mearns, L.O.4
  • 17
    • 0002817906 scopus 로고
    • On assessing prior distributions and Bayesian regression analysis with g-prior distributions
    • North-Holland, Amsterdam, Bayesian Inference and Decision Techniques
    • Zellner Arnold On assessing prior distributions and Bayesian regression analysis with g-prior distributions. Stud. Bayesian Econometrics Statist. 1986, vol. 6:233-243. North-Holland, Amsterdam.
    • (1986) Stud. Bayesian Econometrics Statist. , vol.6 , pp. 233-243
    • Zellner, A.1
  • 18
    • 0034347381 scopus 로고    scopus 로고
    • Bayesian aspects of some nonparametric problems
    • Zhao Linda H. Bayesian aspects of some nonparametric problems. Ann. Statist. 2000, 28(2):532-552.
    • (2000) Ann. Statist. , vol.28 , Issue.2 , pp. 532-552
    • Zhao, L.H.1


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