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Volumn 6744 LNCS, Issue , 2011, Pages 66-73

Tight combinatorial generalization bounds for threshold conjunction rules

Author keywords

computational learning theory; generalization bounds; permutational probability; rule induction; splitting connectivity bounds

Indexed keywords

COMPUTATIONAL LEARNING THEORY; GENERALIZATION BOUND; PERMUTATIONAL PROBABILITY; RULE INDUCTION; SPLITTING-CONNECTIVITY BOUNDS;

EID: 79960133608     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-21786-9_13     Document Type: Conference Paper
Times cited : (9)

References (9)
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    • ROC n' rule learning - Towards a better understanding of covering algorithms
    • DOI 10.1007/s10994-005-5011-x
    • Fürnkranz, J., Flach, P.A.: Roc 'n' rule learning-towards a better understanding of covering algorithms. Machine Learning 58(1), 39-77 (2005) (Pubitemid 40356739)
    • (2005) Machine Learning , vol.58 , Issue.1 , pp. 39-77
    • Furnkranz, J.1    Flach, P.A.2
  • 5
    • 0031211834 scopus 로고    scopus 로고
    • An exact probability metric for decision tree splitting and stopping
    • Martin, J.K.: An exact probability metric for decision tree splitting and stopping. Machine Learning 28(2-3), 257-291 (1997) (Pubitemid 127506341)
    • (1997) Machine Learning , vol.28 , Issue.2-3 , pp. 257-291
    • Martin, J.K.1
  • 8
    • 45149112528 scopus 로고    scopus 로고
    • Combinatorial probability and the tightness of generalization bounds
    • Vorontsov, K.V.: Combinatorial probability and the tightness of generalization bounds. Pattern Recognition and Image Analysis 18(2), 243-259 (2008)
    • (2008) Pattern Recognition and Image Analysis , vol.18 , Issue.2 , pp. 243-259
    • Vorontsov, K.V.1
  • 9
    • 71449113975 scopus 로고    scopus 로고
    • Splitting and similarity phenomena in the sets of classifiers and their effect on the probability of overfitting
    • Vorontsov, K.V.: Splitting and similarity phenomena in the sets of classifiers and their effect on the probability of overfitting. Pattern Recognition and Image Analysis 19(3), 412-420 (2009)
    • (2009) Pattern Recognition and Image Analysis , vol.19 , Issue.3 , pp. 412-420
    • Vorontsov, K.V.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.