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Volumn 602, Issue 1, 2007, Pages 1-16

Toward Bayesian chemometrics-A tutorial on some recent advances

Author keywords

Bayesian statistics; Latent variables; Maximum likelihood; Partial least squares (PLS); Principal component analysis (PCA); Regression

Indexed keywords

GAUSSIAN NOISE (ELECTRONIC); MAXIMUM LIKELIHOOD; MONTE CARLO METHODS; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS; STATISTICS;

EID: 34948890539     PISSN: 00032670     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.aca.2007.08.044     Document Type: Review
Times cited : (20)

References (56)
  • 7
    • 0004258275 scopus 로고    scopus 로고
    • Walczak B. (Ed), Elsevier
    • In: Walczak B. (Ed). Wavelets in Chemistry (2000), Elsevier
    • (2000) Wavelets in Chemistry
  • 21
    • 34948822403 scopus 로고    scopus 로고
    • R. Neal, Probabilistic inference using markov chain Monte Carlo methods, Technical Report, Department of Computer Science, University of Toronto, 1993.
  • 26
    • 0242698122 scopus 로고
    • A Bayesian view on ridge regression
    • Hsiang T.C. A Bayesian view on ridge regression. Statistician 24 4 (1975) 267-268
    • (1975) Statistician , vol.24 , Issue.4 , pp. 267-268
    • Hsiang, T.C.1
  • 32
    • 34948861760 scopus 로고    scopus 로고
    • H. Chen, B.R. Bakshi, P.K. Goel, Bayesian latent variable regression via Gibbs sampling: methodology and practical aspects, J. Chemometr., in press.
  • 33
    • 34948843035 scopus 로고    scopus 로고
    • H. Chen, Tutorial on Monte Carlo sampling, Technical Report, Department of Chemcal & Biomolecular Engineering, The Ohio State University, 2005.
  • 34
    • 0003665481 scopus 로고    scopus 로고
    • Doucet A., de Freitas N., and Gordon N. (Eds), Springer Verlag, New York
    • In: Doucet A., de Freitas N., and Gordon N. (Eds). Sequential Monte Carlo Methods in Practice (2001), Springer Verlag, New York
    • (2001) Sequential Monte Carlo Methods in Practice
  • 37
    • 0000576595 scopus 로고
    • Tierney L. Ann. Stat. 22 4 (1994) 1701-1762
    • (1994) Ann. Stat. , vol.22 , Issue.4 , pp. 1701-1762
    • Tierney, L.1
  • 38
    • 34948904910 scopus 로고    scopus 로고
    • W. Chen, Tutorial on sequential Monte Carlo sampling, Technical Report, Department of Chemcal & Biomolecular Engineering, The Ohio State University, 2002.
  • 39
    • 34948879215 scopus 로고    scopus 로고
    • H. Chen, Sampling-based Bayesian latent variable regression methods with applications in process engineering, Ph.D. Thesis, The Ohio State University, 2007.
  • 40
    • 34948909742 scopus 로고    scopus 로고
    • H. Chen, B. Bakshi, P. Goel, Modeling hybrid data sets with Bayesian latent variable regression, Techical Report, The Ohio State University, 2007.
  • 41
    • 0036589829 scopus 로고    scopus 로고
    • C. Yang, B. Bakshi, J. Rathman, P. BlowerJr., Curr. Opin. Drug Discov. Deliv. 5 (3) (2002) 428-438.
  • 46
    • 34948903366 scopus 로고    scopus 로고
    • E. Bonano, S. Hora, R. Keeney, D. Winterfeldt, Elicitation and use of expert judgement in performance assessment for high-level radioactive waste repositories, Technical Report NUREG/CR-5411, U.S. National Regulartory Commission, 1989.
  • 47
    • 34948848193 scopus 로고    scopus 로고
    • S. Hora, M. Jensen, Expert judgement elicitation, Technical Report, Swedish Radiation Protection Authority, 2002.
  • 52
    • 0026574604 scopus 로고
    • Illustrating empirical Bayes methods
    • Casella G. Illustrating empirical Bayes methods. Chemometr. Intell. Lab. Syst. 16 (1992) 107-125
    • (1992) Chemometr. Intell. Lab. Syst. , vol.16 , pp. 107-125
    • Casella, G.1
  • 56
    • 0012338718 scopus 로고    scopus 로고
    • Chopin N. Biometrika 89 3 (2002) 539-552
    • (2002) Biometrika , vol.89 , Issue.3 , pp. 539-552
    • Chopin, N.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.