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Volumn 38, Issue 11, 2011, Pages 14290-14300

Decision tree induction using a fast splitting attribute selection for large datasets

Author keywords

Decision trees; Gain ratio criterion; Large datasets

Indexed keywords

ATTRIBUTE SELECTION; DECISION TREE INDUCTION; GAIN-RATIO CRITERION; LARGE DATASETS; MAIN MEMORY; MEMORY RESTRICTIONS; SYNTHETIC DATASETS; TRAINING SETS;

EID: 79960014204     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.05.087     Document Type: Article
Times cited : (15)

References (26)
  • 2
    • 4243149406 scopus 로고    scopus 로고
    • Building multi-way decision trees with numerical attributes
    • F. Berzal, J.C. Cubero, N. Marn, and D. Snchez Building multi-way decision trees with numerical attributes Information Sciences 165 1-2 2004 73 90
    • (2004) Information Sciences , vol.165 , Issue.12 , pp. 73-90
    • Berzal, F.1    Cubero, J.C.2    Marn, N.3    Snchez, D.4
  • 3
    • 59149084385 scopus 로고    scopus 로고
    • Moving towards efficient decision tree construction
    • B. Chandra, and P. Paul Varghese Moving towards efficient decision tree construction Information Sciences 179 8 2009 1059 1069
    • (2009) Information Sciences , vol.179 , Issue.8 , pp. 1059-1069
    • Chandra, B.1    Paul Varghese, P.2
  • 4
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • J. Demsar Statistical comparisons of classifiers over multiple data sets Journal of Machine Learning Research 7 2006 1 30 (Pubitemid 43022939)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 7
    • 25444479065 scopus 로고    scopus 로고
    • Learning decision trees from dynamic data streams
    • J. Gama, and P. Medas Learning decision trees from dynamic data streams Journal of Universal Computer Science 11 8 2005 1353 1366 (Pubitemid 41374624)
    • (2005) Journal of Universal Computer Science , vol.11 , Issue.8 , pp. 1353-1366
    • Gama, J.1    Medas, P.2
  • 8
    • 0000566535 scopus 로고    scopus 로고
    • Rainforest-A framework for fast decision tree classification of large datasets
    • Gehrke, J.; Ramakrishnan, R.; Ganti, V. (1998). Rainforest-A framework for fast decision tree classification of large datasets. In Proceedings of VLDB conference (pp. 416-427).
    • (1998) Proceedings of VLDB Conference , pp. 416-427
    • Gehrke, J.1    Ramakrishnan, R.2    Ganti, V.3
  • 10
    • 23044519492 scopus 로고    scopus 로고
    • Rainforest - A framework for fast decision tree construction of large datasets
    • J. Gehrke, R. Ramakrishnan, and V. Ganti Rainforest - A framework for fast decision tree construction of large datasets Data Mining and Knowledge Discovery 4 2000 127 162
    • (2000) Data Mining and Knowledge Discovery , vol.4 , pp. 127-162
    • Gehrke, J.1    Ramakrishnan, R.2    Ganti, V.3
  • 12
    • 38049144784 scopus 로고    scopus 로고
    • A new fuzzy decision tree classification method for mining high-speed data streams based on binary search trees
    • Li, Z.; Wang, T.; Wang, R.; Yan, Y.; & Chen, H. (2007). A new fuzzy decision tree classification method for mining high-speed data streams based on binary search trees. In Proceedings of of FAW conference (pp. 216-227).
    • (2007) Proceedings of of FAW Conference , pp. 216-227
    • Li, Z.1    Wang, T.2    Wang, R.3    Yan, Y.4    Chen, H.5
  • 15
    • 67349275042 scopus 로고    scopus 로고
    • Induction of multiclass multifeature split decision trees from distributed data
    • J. Ouyang, N. Patel, and I. Sethi Induction of multiclass multifeature split decision trees from distributed data Pattern Recognition 42 9 2009 1786 1794
    • (2009) Pattern Recognition , vol.42 , Issue.9 , pp. 1786-1794
    • Ouyang, J.1    Patel, N.2    Sethi, I.3
  • 16
    • 33744584654 scopus 로고
    • Induction of decision trees
    • J.R. Quinlan Induction of decision trees Machine Learning 1 1986 81 106
    • (1986) Machine Learning , vol.1 , pp. 81-106
    • Quinlan, J.R.1
  • 21
    • 79959995194 scopus 로고    scopus 로고
    • UCI Machine Learning Repository, University of California
    • UCI Machine Learning Repository, University of California (2008). .
    • (2008)
  • 22
    • 77952642202 scopus 로고
    • Incremental induction of decision trees
    • P.E. Utgoff Incremental induction of decision trees Machine Learning 4 1989 161 186
    • (1989) Machine Learning , vol.4 , pp. 161-186
    • Utgoff, P.E.1
  • 26
    • 58049115212 scopus 로고    scopus 로고
    • Tree-based incremental classification for large datasets
    • CISE Department, University of Florida, Gainesville, FL. 32611
    • Yoon, H.; Alsabti, K.; & Ranka, S. (1999). Tree-based incremental classification for large datasets. Technical Report TR-99-013, CISE Department, University of Florida, Gainesville, FL. 32611.
    • (1999) Technical Report TR-99-013
    • Yoon, H.1    Alsabti, K.2    Ranka, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.