메뉴 건너뛰기




Volumn 15, Issue 3, 2011, Pages 279-298

Bayesian network classifiers: Beyond classification accuracy

Author keywords

Bayesian networks; classifiers; supervised learning

Indexed keywords

BAYESIAN CLASSIFIER; BAYESIAN NETWORK CLASSIFIERS; BAYESIAN NETWORK LEARNING; BAYESIAN NETWORK STRUCTURE; CLASSIFICATION ACCURACY; COMPUTATIONAL COSTS; COMPUTATIONALLY EFFICIENT; FUNDAMENTAL PRINCIPLES; HEURISTIC SEARCH; K2 ALGORITHM; MARKOV BLANKETS; NAIVE BAYES; PROBABILITY ESTIMATE;

EID: 79957805522     PISSN: 1088467X     EISSN: 15714128     Source Type: Journal    
DOI: 10.3233/IDA-2010-0468     Document Type: Article
Times cited : (10)

References (29)
  • 1
    • 0000582521 scopus 로고
    • Statistical analysis of nonlattice data
    • J. Besag, Statistical analysis of nonlattice data, The Statistician 24 (1975), 179-195.
    • (1975) The Statistician , vol.24 , pp. 179-195
    • Besag, J.1
  • 2
    • 0036567524 scopus 로고    scopus 로고
    • Learning Bayesian networks from data: An information-theory based approach
    • DOI 10.1016/S0004-3702(02)00191-1, PII S0004370202001911
    • J. Cheng, R. Greiner, J. Kelly, D. Bell and D. Liu, Learning belief networks from data: An information theory based approach, Artificial Intelligence 137 (2002), 43-90. (Pubitemid 34405215)
    • (2002) Artificial Intelligence , vol.137 , Issue.1-2 , pp. 43-90
    • Cheng, J.1    Greiner, R.2    Kelly, J.3    Bell, D.4    Liu, W.5
  • 4
    • 33646082044 scopus 로고    scopus 로고
    • On the incompatibility of faithfulness and monotone DAG faithfulness
    • D.M. Chickering and C. Meek, On the incompatibility of faithfulness and monotone DAG faithfulness, Artificial Intelligence 170 (2006), 653-666.
    • (2006) Artificial Intelligence , vol.170 , pp. 653-666
    • Chickering, D.M.1    Meek, C.2
  • 5
    • 34249832377 scopus 로고
    • ABayesianmethod for the induction of probabilistic networks fromdata
    • G. Cooper and E.Herskovits, ABayesianmethod for the induction of probabilistic networks fromdata,Machine Learning 9 (1992), 309-347.
    • (1992) Machine Learning , vol.9 , pp. 309-347
    • Cooper, G.1    Herskovits, E.2
  • 6
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • J. Demšar, Statistical Comparisons of Classifiers overMultiple Data Sets, Journal ofMachine Learning Research (2006), 1-30. (Pubitemid 43022939)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 7
    • 0037262841 scopus 로고    scopus 로고
    • Being Bayesian about network structure. A Bayesian approach to structure discovery in bayesian networks
    • N. Friedman and D. Koller, Being Bayesian about network structure. A Bayesian approach to structure discovery in Bayesian networks, Machine Leraning 50(1-2) (2003), 95-125.
    • (2003) Machine Leraning , vol.50 , Issue.1-2 , pp. 95-125
    • Friedman, N.1    Koller, D.2
  • 8
    • 0031276011 scopus 로고    scopus 로고
    • Bayesian Network Classifiers
    • N. Friedman, D. Geiger and M. Goldszmidt, Bayesian Network Classifiers, Machine Learning 29 (1997), 131-163. (Pubitemid 127510036)
    • (1997) Machine Learning , vol.29 , Issue.2-3 , pp. 131-163
    • Friedman, N.1    Geiger, D.2    Goldszmidt, M.3
  • 11
    • 34249761849 scopus 로고
    • Learning bayesian models: The combination knowledge and statistical data
    • D. Herckerman, D. Geiger and D. Chickering, Learning Bayesian Models: The Combination Knowledge and Statistical Data, Machine Learning 20 (1995), 197-243.
    • (1995) Machine Learning , vol.20 , pp. 197-243
    • Herckerman, D.1    Geiger, D.2    Chickering, D.3
  • 12
    • 34447281088 scopus 로고    scopus 로고
    • Towards efficient variables ordering for Bayesian Networks Classifier optimization
    • J.R. Hruschka, E.R., N.F.F. Ebecken, Towards efficient variables ordering for Bayesian Networks Classifier optimization, Data & Knowledge Engineering 63 (2007), 258-269.
    • (2007) Data & Knowledge Engineering , vol.63 , pp. 258-269
    • Hruschka, J.R.1    Ebecken, E.R.N.F.F.2
  • 13
    • 0242563303 scopus 로고    scopus 로고
    • Missing values prediction with K2. Intelligent data analysis journal (IDA)
    • E.R. Hruschka, Jr. and N.F.F. Ebecken, Missing Values prediction with K2. Intelligent Data Analysis Journal (IDA), Netherlands 6(6) (2002), 557-566.
    • (2002) Netherlands , vol.6 , Issue.6 , pp. 557-566
    • Hruschka Jr., E.R.1    Ebecken, N.F.F.2
  • 24
    • 3843083955 scopus 로고    scopus 로고
    • Augmenting naive Bayes classifiers with statistical language models
    • F. Peng, D. Schuurmans and S.Wang, Augmenting Naive Bayes Classifierswith Statistical LanguageModels, Information Retrieval 7 (2004), 317-345. (Pubitemid 39046501)
    • (2004) Information Retrieval , vol.7 , Issue.3-4 , pp. 317-345
    • Peng, F.1    Schuurmans, D.2    Wang, S.3
  • 25
    • 0035283313 scopus 로고    scopus 로고
    • Robust classification for imprecise environments
    • DOI 10.1023/A:1007601015854
    • F. Provost and T. Fawcett, Robust Classification for Imprecise Environments, Machine Learning 42 (2001), 203-231. (Pubitemid 32188799)
    • (2001) Machine Learning , vol.42 , Issue.3 , pp. 203-231
    • Provost, F.1    Fawcett, T.2
  • 26
    • 32044466073 scopus 로고    scopus 로고
    • Markov logic networks
    • DOI 10.1007/s10994-006-5833-1
    • M. Richardson and P. Domingos, Markov logic networks, Machine Learning 62(1-2) (2006), 107-136. (Pubitemid 43202307)
    • (2006) Machine Learning , vol.62 , Issue.1-2 SPEC. ISS. , pp. 107-136
    • Richardson, M.1    Domingos, P.2
  • 28
    • 70350314967 scopus 로고    scopus 로고
    • Improving bayesian network structure learning with mutual informationbased node ordering in the K2 algorithm
    • May
    • C. XueWen, A. Gopalakrishna and L. Xiaotong, Improving Bayesian Network Structure Learning with Mutual InformationBased Node Ordering in the K2 Algorithm, IEEE Transactions on Knowledge and Data Engineering 20(5) (May 2008), 628-640.
    • (2008) IEEE Transactions on Knowledge and Data Engineering , vol.20 , Issue.5 , pp. 628-640
    • Xue-Wen, C.1    Gopalakrishna, A.2    Xiaotong, L.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.