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Volumn , Issue , 2008, Pages 785-790

Why stacked models perform effective collective classification

Author keywords

[No Author keywords available]

Indexed keywords

CLASS LABELS; CLASSIFICATION TECHNIQUE; CONDITIONAL INFERENCE; LEARNING TIME; RELATIONAL DATA; RELATIONAL FEATURES; RELATIONAL MODEL; SYNTHETIC DATA;

EID: 67049098006     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2008.126     Document Type: Conference Paper
Times cited : (27)

References (15)
  • 4
    • 67049170002 scopus 로고    scopus 로고
    • Technical Report CMU-ML-07-123,School of Computer Science, Carnegie Mellon University, Pittsburgh PA
    • Z. Kou. Stacked graphical learning. Technical Report CMUML- 07-123, School of Computer Science, Carnegie Mellon University, Pittsburgh PA, 2007.
    • (2007) Stacked Graphical Learning
    • Kou, Z.1
  • 6
    • 34249102504 scopus 로고    scopus 로고
    • Classification in networked data: A toolkit and a univariate case study
    • S. Macskassy and F. Provost. Classification in networked data: A toolkit and a univariate case study. Journal of Machine Learning Research, 8:935-983, May 2007. (Pubitemid 46798412)
    • (2007) Journal of Machine Learning Research , vol.8 , pp. 935-983
    • Macskassy, S.A.1    Provost, F.2
  • 7
    • 0000806922 scopus 로고    scopus 로고
    • Automating the construction of internet portals with machine learning
    • A. McCallum, K. Nigam, J. Rennie, and K. Seymore. Automating the construction of Internet portals with machine learning. Information Retrieval, 3(2):127-163, 2000.
    • (2000) Information Retrieval , vol.3 , Issue.2 , pp. 127-163
    • McCallum, A.1    Nigam, K.2    Rennie, J.3    Seymore, K.4
  • 10
    • 50649124443 scopus 로고    scopus 로고
    • A bias/variance decomposition for models using collective inference
    • October
    • J. Neville and D. Jensen. A bias/variance decomposition for models using collective inference. Machine Learning, 73(1):87-106, October 2008.
    • (2008) Machine Learning , vol.73 , Issue.1 , pp. 87-106
    • Neville, J.1    Jensen, D.2
  • 15
    • 0026692226 scopus 로고
    • Stacked generalization
    • D. Wolpert. Stacked generalization. Neural Networks, 5(2):241-259, 1992.
    • (1992) Neural Networks , vol.5 , Issue.2 , pp. 241-259
    • Wolpert, D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.