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Volumn 6, Issue 4, 1996, Pages 313-323

Efficient estimation and model selection in large graphical models

Author keywords

Causal structure; Graphical models; Machine learning; Markov models; Probabilistic expert systems

Indexed keywords


EID: 26444486023     PISSN: 09603174     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF00143552     Document Type: Article
Times cited : (3)

References (16)
  • 1
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    • Badsberg, J.H.1
  • 2
    • 0343978741 scopus 로고
    • The ALARM monitoring system: A case study with two probabilistic inference techniques for belief networks
    • Knowledge Systems Laboratory, Stanford University
    • Beinlich, I., Suermondt, H., Chavez, R., and Cooper, G. (1989) The ALARM monitoring system: A case study with two probabilistic inference techniques for belief networks. Technical Report KSL-88-84, Knowledge Systems Laboratory, Stanford University.
    • (1989) Technical Report , vol.KSL-88-84
    • Beinlich, I.1    Suermondt, H.2    Chavez, R.3    Cooper, G.4
  • 3
    • 24944438977 scopus 로고
    • A Bayesian Method for the Induction of Probabilistic Networks from Data
    • Knowledge Systems Laboratory, Stanford University
    • Cooper, G. and Herskovits, E. (1991) A Bayesian Method for the Induction of Probabilistic Networks from Data. Technical Report KSL-91-02, Knowledge Systems Laboratory, Stanford University.
    • (1991) Technical Report , vol.KSL-91-02
    • Cooper, G.1    Herskovits, E.2
  • 4
    • 0001637134 scopus 로고
    • Markov fields and log-linear models for contingency tables
    • Darroch, J. N., Lauritzen, S. L. and Speed, T. P. (1980) Markov fields and log-linear models for contingency tables. Annals of Statistics, 8, 522-39.
    • (1980) Annals of Statistics , vol.8 , pp. 522-539
    • Darroch, J.N.1    Lauritzen, S.L.2    Speed, T.P.3
  • 5
    • 84950652276 scopus 로고
    • The multivariate analysis of qualitative data: Interaction among multiple classifications
    • Goodman, L. A. (1970) The multivariate analysis of qualitative data: Interaction among multiple classifications. Journal of the American Statistical Association, 65, 226-56.
    • (1970) Journal of the American Statistical Association , vol.65 , pp. 226-256
    • Goodman, L.A.1
  • 7
    • 0008605871 scopus 로고
    • Kutato: An Entropy-Driven System for Construction of Probabilistic Expert Systems from Databases
    • Knowledge Systems Laboratory, Stanford University
    • Herskovits, E. and Cooper, G. (1990) Kutato: An Entropy-Driven System for Construction of Probabilistic Expert Systems from Databases. Technical Report KSL-90-22, Knowledge Systems Laboratory, Stanford University.
    • (1990) Technical Report , vol.KSL-90-22
    • Herskovits, E.1    Cooper, G.2
  • 9
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    • 34250415938 scopus 로고
    • Gibbs and Markov random systems with constraints
    • Moussouris, J. (1974) Gibbs and Markov random systems with constraints. Journal of Statistical Physics, 10, 11-33.
    • (1974) Journal of Statistical Physics , vol.10 , pp. 11-33
    • Moussouris, J.1
  • 11
    • 0000016969 scopus 로고
    • Some classification procedures for multivariate binary data using orthogonal functions
    • Ott, J. and Kronmal, R. A. (1976) Some classification procedures for multivariate binary data using orthogonal functions. Journal of the American Statistical Association, 71, 391-9.
    • (1976) Journal of the American Statistical Association , vol.71 , pp. 391-399
    • Ott, J.1    Kronmal, R.A.2
  • 14
    • 0001098776 scopus 로고
    • A universal prior for integers and estimation by minimum description length
    • Rissanen, J. (1983) A universal prior for integers and estimation by minimum description length. Annals of Statistics, 11, No. 2, 416-31.
    • (1983) Annals of Statistics , vol.11 , Issue.2 , pp. 416-431
    • Rissanen, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.