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Volumn 24, Issue 11, 2012, Pages 2052-2064

Rank entropy-based decision trees for monotonic classification

Author keywords

decision tree; Monotonic classification; rank entropy; rank mutual information

Indexed keywords

DATA SETS; DECISION CLASS; DECISION-TREE ALGORITHM; ENTROPY-BASED; EXPERIMENTAL ANALYSIS; FEATURE VALUES; MONOTONICITY CONSTRAINT; MUTUAL INFORMATIONS; ORDINAL CLASSIFICATION; ORDINAL STRUCTURE; REAL-WORLD APPLICATION; ROUGH SET; SHANNON'S ENTROPY; TRAINING SAMPLE;

EID: 84866951616     PISSN: 10414347     EISSN: None     Source Type: Journal    
DOI: 10.1109/TKDE.2011.149     Document Type: Article
Times cited : (174)

References (41)
  • 1
    • 61849128422 scopus 로고    scopus 로고
    • Multiple criteria decision making, multiattribute utility theory: Recent accomplishments and what lies ahead
    • J. Wallenius, J.S. Dyer, P.C. Sishburn, R.E. Steuer, S. Zionts, and K. Deb, "Multiple Criteria Decision Making, Multiattribute Utility Theory: Recent Accomplishments and What Lies Ahead," Management Science, vol. 54, no. 7, pp. 1336-1349, 2008.
    • (2008) Management Science , vol.54 , Issue.7 , pp. 1336-1349
    • Wallenius, J.1    Dyer, J.S.2    Sishburn, P.C.3    Steuer, R.E.4    Zionts, S.5    Deb, K.6
  • 2
    • 67349191704 scopus 로고    scopus 로고
    • Block-quantized support vector ordinal regression
    • May
    • B. Zhao, F. Wang, and C.S. Zhang, "Block-Quantized Support Vector Ordinal Regression," IEEE Trans. Neural Networks, vol. 20, no. 5, pp. 882-890, May 2009.
    • (2009) IEEE Trans. Neural Networks , vol.20 , Issue.5 , pp. 882-890
    • Zhao, B.1    Wang, F.2    Zhang, C.S.3
  • 3
    • 77951766869 scopus 로고    scopus 로고
    • Kernel discriminant learning for ordinal regression
    • June
    • B.Y. Sun et al., "Kernel Discriminant Learning for Ordinal Regression," IEEE Trans. Knowledge and Data Engineering, vol. 22, no. 6, pp. 906-910, June 2010.
    • (2010) IEEE Trans. Knowledge and Data Engineering , vol.22 , Issue.6 , pp. 906-910
    • Sun Et Al., B.Y.1
  • 4
    • 0037117679 scopus 로고    scopus 로고
    • Multicriteria classification and sorting methods: A literature review
    • C. Zopounidis and M. Doumpos, "Multicriteria Classification and Sorting Methods: A Literature Review," European J. Operational Research, vol. 138, pp. 229-246, 2002.
    • (2002) European J. Operational Research , vol.138 , pp. 229-246
    • Zopounidis, C.1    Doumpos, M.2
  • 5
    • 9444280557 scopus 로고    scopus 로고
    • Classification trees for problems with monotonicity constraints
    • R. Potharst and A.J. Feelders, "Classification Trees for Problems with Monotonicity Constraints," ACM SIGKDD Explorations Newsletter, vol. 4, no. 1, pp. 1-10, 2002.
    • (2002) ACM SIGKDD Explorations Newsletter , vol.4 , Issue.1 , pp. 1-10
    • Potharst, R.1    Feelders, A.J.2
  • 6
    • 84990576492 scopus 로고
    • Learning and classification of monotonic ordinal concepts
    • A. Ben-David, L. Sterling, and Y.H. Pao, "Learning and Classification of Monotonic Ordinal Concepts," Computational Intelligence, vol. 5, pp. 45-49, 1989.
    • (1989) Computational Intelligence , vol.5 , pp. 45-49
    • Ben-David, A.1    Sterling, L.2    Pao, Y.H.3
  • 7
    • 84990617887 scopus 로고
    • Automatic generation of symbolic multiattribute ordinal knowledge-based dsss: Methodology and applications
    • A. Ben-David, "Automatic Generation of Symbolic Multiattribute Ordinal Knowledge-Based DSSs: Methodology and Applications," Decision Sciences, vol. 23, pp. 1357-1372, 1992.
    • (1992) Decision Sciences , vol.23 , pp. 1357-1372
    • Ben-David, A.1
  • 10
    • 33744584654 scopus 로고
    • Induction of decision trees
    • J.R. Quinlan, "Induction of Decision Trees," Machine Learning, vol. 1, no. 1, pp. 81-106, 1986.
    • (1986) Machine Learning , vol.1 , Issue.1 , pp. 81-106
    • Quinlan, J.R.1
  • 13
    • 34249966833 scopus 로고
    • An empirical comparison of selection measures for decision-tree induction
    • J. Mingers, "An Empirical Comparison of Selection Measures for Decision-Tree Induction," Machine Learning, vol. 3, no. 4, pp. 319-342, 1989.
    • (1989) Machine Learning , vol.3 , Issue.4 , pp. 319-342
    • Mingers, J.1
  • 14
    • 0010910030 scopus 로고
    • Monotonicity maintenance in information-theoretic machine learning algorithms
    • A. Ben-David, "Monotonicity Maintenance in Information-Theoretic Machine Learning Algorithms," Machine Learning, vol. 19, pp. 29-43, 1995.
    • (1995) Machine Learning , vol.19 , pp. 29-43
    • Ben-David, A.1
  • 15
    • 0003350979 scopus 로고    scopus 로고
    • Decision trees for ordinal classification
    • R. Potharst and J.C. Bioch, "Decision Trees for Ordinal Classification," Intelligent Data Analysis, vol. 4, pp. 97-111, 2000.
    • (2000) Intelligent Data Analysis , vol.4 , pp. 97-111
    • Potharst, R.1    Bioch, J.C.2
  • 16
    • 0038148641 scopus 로고    scopus 로고
    • Growing decision trees in an ordinal setting
    • K. Cao-Van and B.D. Baets, "Growing Decision Trees in an Ordinal Setting," Int'l J. Intelligent Systems, vol. 18, pp. 733-750, 2003.
    • (2003) Int'l J. Intelligent Systems , vol.18 , pp. 733-750
    • Cao-Van, K.1    Baets, B.D.2
  • 19
    • 77952091991 scopus 로고    scopus 로고
    • Potminer: Mining ordered, unordered, and partially-ordered trees
    • A. Jimnez, F. Berzal, and J.-C. Cubero, "POTMiner: Mining Ordered, Unordered, and Partially-Ordered Trees," Knowledge and Information Systems, vol. 23, no. 5, pp. 199-224, 2010.
    • (2010) Knowledge and Information Systems , vol.23 , Issue.5 , pp. 199-224
    • Jimnez, A.1    Berzal, F.2    Cubero, J.-C.3
  • 21
    • 0037117684 scopus 로고    scopus 로고
    • Rough sets methodology for sorting problems in presence of multiple attributes and criteria
    • S. Greco, B. Matarazzo, and R. Slowinski, "Rough Sets Methodology for Sorting Problems in Presence of Multiple Attributes and Criteria," European J. Operational Research, vol. 138, pp. 247-259, 2002.
    • (2002) European J. Operational Research , vol.138 , pp. 247-259
    • Greco, S.1    Matarazzo, B.2    Slowinski, R.3
  • 23
    • 27744558696 scopus 로고    scopus 로고
    • Rough sets and ordinal reducts
    • J.W.T. Lee and E.C.C. Tsang, "Rough Sets and Ordinal Reducts," Soft Computing, vol. 10, pp. 27-33, 2006.
    • (2006) Soft Computing , vol.10 , pp. 27-33
    • Lee, J.W.T.1    Tsang, E.C.C.2
  • 24
    • 77549087084 scopus 로고    scopus 로고
    • Fuzzy preference-based rough sets
    • Q.H. Hu, D.R. Yu, and M.Z. Guo, "Fuzzy Preference-Based Rough Sets," Information Sciences, vol. 180, no. 10, pp. 2003-2022, 2010.
    • (2010) Information Sciences , vol.180 , Issue.10 , pp. 2003-2022
    • Hu, Q.H.1    Yu, D.R.2    Guo, M.Z.3
  • 25
    • 58349107445 scopus 로고    scopus 로고
    • Adding monotonicity to learning algorithms may impair their accuracy
    • A. Ben-David, L. Sterling, and T. Tran, "Adding Monotonicity to Learning Algorithms May Impair Their Accuracy," Expert Systems with Applications, vol. 36, pp. 6627-6634, 2009.
    • (2009) Expert Systems with Applications , vol.36 , pp. 6627-6634
    • Ben-David, A.1    Sterling, L.2    Tran, T.3
  • 26
    • 84933493212 scopus 로고
    • Multiple criteria decision making, multiattribute utility theory: The next ten years
    • J.S. Dyer, P.C. Fishburn, R.E. Steuer, J. Wallenius, and S. Zionts, "Multiple Criteria Decision Making, Multiattribute Utility Theory: The Next Ten Years," Management Science, vol. 38, pp. 645-654, 1992.
    • (1992) Management Science , vol.38 , pp. 645-654
    • Dyer, J.S.1    Fishburn, P.C.2    Steuer, R.E.3    Wallenius, J.4    Zionts, S.5
  • 30
    • 70350654056 scopus 로고    scopus 로고
    • Dynamic discretization approach for constructing decision trees with a continuous label
    • Nov.
    • H.W. Hu, Y.L. Chen, and K. Tang, "Dynamic Discretization Approach for Constructing Decision Trees with a Continuous Label," IEEE Trans. Knowledge and Data Eng., vol. 21, no. 11, pp. 1505-1514, Nov. 2009.
    • (2009) IEEE Trans. Knowledge and Data Eng. , vol.21 , Issue.11 , pp. 1505-1514
    • Hu, H.W.1    Chen, Y.L.2    Tang, K.3
  • 31
    • 77953027393 scopus 로고    scopus 로고
    • Algorithms for optimal dyadic decision trees
    • D. Hush and R. Porter, "Algorithms for Optimal Dyadic Decision Trees," Machine Learning, vol. 80, no. 1, pp. 85-107, 2010.
    • (2010) Machine Learning , vol.80 , Issue.1 , pp. 85-107
    • Hush, D.1    Porter, R.2
  • 34
    • 77955175249 scopus 로고    scopus 로고
    • An information-theoretic foundation for the measurement of discrimination information
    • Sept.
    • D. Cai, "An Information-Theoretic Foundation for the Measurement of Discrimination Information," IEEE Trans. Knowledge and Data Eng., vol. 22, no. 9, pp. 1262-1273, Sept. 2010.
    • (2010) IEEE Trans. Knowledge and Data Eng. , vol.22 , Issue.9 , pp. 1262-1273
    • Cai, D.1
  • 35
    • 65849463644 scopus 로고    scopus 로고
    • Set-valued ordered information systems
    • Y.H. Qian, C.Y. Dang, J.Y. Liang, and D.W. Tang, "Set-Valued Ordered Information Systems," Information Sciences, vol. 179, no. 16, pp. 2809-2832, 2009.
    • (2009) Information Sciences , vol.179 , Issue.16 , pp. 2809-2832
    • Qian, Y.H.1    Dang, C.Y.2    Liang, J.Y.3    Tang, D.W.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.