메뉴 건너뛰기




Volumn 22, Issue 5, 2014, Pages 1325-1334

Attribute reduction for heterogeneous data based on the combination of classical and fuzzy rough set models

Author keywords

Attribute reduction; Dependence function; Fuzzy rough sets; Heterogeneous data; Rough set

Indexed keywords

ATTRIBUTE REDUCTION; FUZZY-ROUGH SETS; HETEROGENEOUS DATA;

EID: 84907978879     PISSN: 10636706     EISSN: None     Source Type: Journal    
DOI: 10.1109/TFUZZ.2013.2291570     Document Type: Article
Times cited : (115)

References (45)
  • 1
    • 17444379002 scopus 로고    scopus 로고
    • On fuzzy rough sets approach to feature selection
    • R. B. Bhatt and M. Gopal, "On fuzzy rough sets approach to feature selection," Pattern Recog. Lett., vol. 26, pp. 965-975, 2005.
    • (2005) Pattern Recog. Lett. , vol.26 , pp. 965-975
    • Bhatt, R.B.1    Gopal, M.2
  • 2
    • 84864690491 scopus 로고    scopus 로고
    • An integrated mechanism for feature selection and fuzzy rule extraction for classification
    • Aug.
    • Y. C. Chen, N. R. Pal, and I. F. Chung, "An integrated mechanism for feature selection and fuzzy rule extraction for classification," IEEE Trans. Fuzzy Syst., vol. 20, no. 4, pp. 683-698, Aug. 2012.
    • (2012) IEEE Trans. Fuzzy Syst. , vol.20 , Issue.4 , pp. 683-698
    • Chen, Y.C.1    Pal, N.R.2    Chung, I.F.3
  • 3
    • 77950629760 scopus 로고    scopus 로고
    • Local reduction of decision system with fuzzy rough sets
    • D. G. Chen and S. Y. Zhao, "Local reduction of decision system with fuzzy rough sets," Fuzzy Sets Syst., vol. 161, no. 13, pp. 1871-1883, 2010.
    • (2010) Fuzzy Sets Syst. , vol.161 , Issue.13 , pp. 1871-1883
    • Chen, D.G.1    Zhao, S.Y.2
  • 4
    • 72149117641 scopus 로고    scopus 로고
    • FRSVMs: Fuzzy rough sets based support vector machines
    • D. G. Chen, Q. He, and X. Z. Wang, "FRSVMs: Fuzzy rough sets based support vector machines," Fuzzy Sets Syst., vol. 161, no. 14, pp. 596-607, 2010.
    • (2010) Fuzzy Sets Syst. , vol.161 , Issue.14 , pp. 596-607
    • Chen, D.G.1    He, Q.2    Wang, X.Z.3
  • 5
    • 84856730264 scopus 로고    scopus 로고
    • Geometrical interpretation and applications of membership functions with fuzzy rough sets
    • D. G. Chen, S. Kwong, Q. He, and H. Wang, "Geometrical interpretation and applications of membership functions with fuzzy rough sets," Fuzzy Sets Syst., vol. 193, pp. 122-135, 2012.
    • (2012) Fuzzy Sets Syst. , vol.193 , pp. 122-135
    • Chen, D.G.1    Kwong, S.2    He, Q.3    Wang, H.4
  • 6
    • 84859718675 scopus 로고    scopus 로고
    • A novel algorithm for finding reducts with fuzzy rough sets
    • Apr.
    • D. G. Chen, L. Zhang, S. Y. Zhao, Q. H. Hu, and P. F. Zhu, "A novel algorithm for finding reducts with fuzzy rough sets," IEEE Trans. Fuzzy Syst., vol. 20, no. 2, pp. 385-389, Apr. 2012.
    • (2012) IEEE Trans. Fuzzy Syst. , vol.20 , Issue.2 , pp. 385-389
    • Chen, D.G.1    Zhang, L.2    Zhao, S.Y.3    Hu, Q.H.4    Zhu, P.F.5
  • 7
    • 84866886470 scopus 로고    scopus 로고
    • Sample pair selection for attribute reduction with rough set
    • Nov.
    • D. G. Chen, S. Y. Zhao, L. Zhang, Y. P. Yang, and X. Zhang, "Sample pair selection for attribute reduction with rough set," IEEE Trans. Knowl. Data. Eng., vol. 24, no. 11, pp. 2080-2093, Nov. 2012.
    • (2012) IEEE Trans. Knowl. Data. Eng. , vol.24 , Issue.11 , pp. 2080-2093
    • Chen, D.G.1    Zhao, S.Y.2    Zhang, L.3    Yang, Y.P.4    Zhang, X.5
  • 8
    • 80052924367 scopus 로고    scopus 로고
    • Parameterized attribute reduction with Gaussian kernel based fuzzy rough sets
    • Dec.
    • D. G. Chen, Q. H. Hu, and Y. P. Yang, "Parameterized attribute reduction with Gaussian kernel based fuzzy rough sets," Inf. Sci., vol. 181, no. 23, pp. 5169-5179, Dec. 2011.
    • (2011) Inf. Sci. , vol.181 , Issue.23 , pp. 5169-5179
    • Chen, D.G.1    Hu, Q.H.2    Yang, Y.P.3
  • 9
    • 33947261538 scopus 로고    scopus 로고
    • A novel approach to fuzzy rough sets based on a fuzzy covering
    • T. Q. Deng, Y. M. Chen, W. L. Xu, and Q. H. Dai, "A novel approach to fuzzy rough sets based on a fuzzy covering," Inf. Sci., vol. 177, no. 11, pp. 2308-2326, 2007.
    • (2007) Inf. Sci. , vol.177 , Issue.11 , pp. 2308-2326
    • Deng, T.Q.1    Chen, Y.M.2    Xu, W.L.3    Dai, Q.H.4
  • 10
    • 84963133436 scopus 로고
    • Rough fuzzy sets and fuzzy rough sets
    • D. Dubois and H. Prade, "Rough fuzzy sets and fuzzy rough sets," Int. J. General Syst., vol. 17, pp. 191-209, 1990.
    • (1990) Int. J. General Syst. , vol.17 , pp. 191-209
    • Dubois, D.1    Prade, H.2
  • 12
    • 85065703189 scopus 로고    scopus 로고
    • Correlation-based feature selection for discrete and numeric class machine learning
    • M. A. Hall, "Correlation-based feature selection for discrete and numeric class machine learning," in Proc. 17th 26th Int. Conf. Mach. Learn., 2000, pp. 359-366.
    • Proc. 17th 26th Int. Conf. Mach. Learn., 2000 , pp. 359-366
    • Hall, M.A.1
  • 14
    • 76049113696 scopus 로고    scopus 로고
    • Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications
    • Q. H. Hu, L. Zhang, D. G. Chen, W. Pedrycz, and D. Yu, "Gaussian kernel based fuzzy rough sets: Model, uncertainty measures and applications," Int. J. Approximate Reason., vol. 51, no. 4, pp. 453-471, 2010.
    • (2010) Int. J. Approximate Reason. , vol.51 , Issue.4 , pp. 453-471
    • Hu, Q.H.1    Zhang, L.2    Chen, D.G.3    Pedrycz, W.4    Yu, D.5
  • 15
    • 46749140199 scopus 로고    scopus 로고
    • Neighborhood rough set based heterogeneous feature subset selection
    • Q. H. Hu, D. R. Yu, J. F. Liu, and C. X. Wu, "Neighborhood rough set based heterogeneous feature subset selection," Inf. Sci., vol. 178, pp. 3577-3594, 2008.
    • (2008) Inf. Sci. , vol.178 , pp. 3577-3594
    • Hu, Q.H.1    Yu, D.R.2    Liu, J.F.3    Wu, C.X.4
  • 16
    • 32644440353 scopus 로고    scopus 로고
    • Information-preserving hybrid data reduction based on fuzzy-rough techniques
    • Q. H. Hu, D. R. Yu, and Z. X. Xie, "Information-preserving hybrid data reduction based on fuzzy-rough techniques," Pattern Recog. Lett., vol. 27, no. 5, pp. 414-423, 2005.
    • (2005) Pattern Recog. Lett. , vol.27 , Issue.5 , pp. 414-423
    • Hu, Q.H.1    Yu, D.R.2    Xie, Z.X.3
  • 17
    • 0348170835 scopus 로고    scopus 로고
    • Fuzzy-rough attributes reduction with application to web categorization
    • R. Jensen and Q. Shen, "Fuzzy-rough attributes reduction with application to web categorization," Fuzzy Sets Syst., vol. 141, pp. 469-485, 2004.
    • (2004) Fuzzy Sets Syst. , vol.141 , pp. 469-485
    • Jensen, R.1    Shen, Q.2
  • 18
    • 9644262464 scopus 로고    scopus 로고
    • Fuzzy-rough data reduction with ant colony optimization
    • R. Jensen and Q. Shen, "Fuzzy-rough data reduction with ant colony optimization," Fuzzy Sets Syst., vol. 149, no. 1, pp. 5-20, 2005.
    • (2005) Fuzzy Sets Syst. , vol.149 , Issue.1 , pp. 5-20
    • Jensen, R.1    Shen, Q.2
  • 19
    • 33947421283 scopus 로고    scopus 로고
    • Fuzzy-rough sets assisted attribute selection
    • Feb.
    • R. Jensen and Q. Shen, "Fuzzy-rough sets assisted attribute selection," IEEE Trans. Fuzzy Syst., vol. 15, no. 1, pp. 73-89, Feb. 2007.
    • (2007) IEEE Trans. Fuzzy Syst. , vol.15 , Issue.1 , pp. 73-89
    • Jensen, R.1    Shen, Q.2
  • 20
    • 10944249572 scopus 로고    scopus 로고
    • Semantics-preserving dimensionality reduction: Rough and fuzzy - Rough based approaches
    • Dec.
    • R. Jensen and Q. Shen, "Semantics-preserving dimensionality reduction: Rough and fuzzy - rough based approaches," IEEE Trans. Knowl. Data Eng., vol. 16, no. 12, pp. 1457-1471, Dec. 2004.
    • (2004) IEEE Trans. Knowl. Data Eng. , vol.16 , Issue.12 , pp. 1457-1471
    • Jensen, R.1    Shen, Q.2
  • 21
    • 68849126540 scopus 로고    scopus 로고
    • New approaches to fuzzy-rough feature selection
    • Aug.
    • R. Jensen and Q. Shen, "New approaches to fuzzy-rough feature selection," IEEE Trans. Fuzzy Syst., vol. 17, no. 4, pp. 824-838, Aug. 2009.
    • (2009) IEEE Trans. Fuzzy Syst. , vol.17 , Issue.4 , pp. 824-838
    • Jensen, R.1    Shen, Q.2
  • 22
    • 84862800691 scopus 로고    scopus 로고
    • A fuzzy k-prototype clustering algorithm for mixed numeric and categorical data
    • J. C. Ji, W. Pang, C. G. Zhou, X. Han, and Z. Wang, "A fuzzy k-prototype clustering algorithm for mixed numeric and categorical data," Knowl.-Based Syst., vol. 30, pp. 129-135, 2012.
    • (2012) Knowl.-Based Syst. , vol.30 , pp. 129-135
    • Ji, J.C.1    Pang, W.2    Zhou, C.G.3    Han, X.4    Wang, Z.5
  • 23
    • 84857042237 scopus 로고    scopus 로고
    • Determining the number of clusters using information entropy for mixed data
    • J. Y. Liang, X. W. Zhao, D. Y. Li, F. Y. Cao, and C. Y. Dang, "Determining the number of clusters using information entropy for mixed data," Pattern Recog., vol. 45, pp. 2251-2265, 2012.
    • (2012) Pattern Recog. , vol.45 , pp. 2251-2265
    • Liang, J.Y.1    Zhao, X.W.2    Li, D.Y.3    Cao, F.Y.4    Dang, C.Y.5
  • 24
    • 38349050365 scopus 로고    scopus 로고
    • Generalized rough sets over fuzzy lattices
    • G. L. Liu, "Generalized rough sets over fuzzy lattices," Inf. Sci., vol. 178, no. 6, pp. 1651-1662, 2008.
    • (2008) Inf. Sci. , vol.178 , Issue.6 , pp. 1651-1662
    • Liu, G.L.1
  • 25
    • 1342328031 scopus 로고    scopus 로고
    • An axiomatic characterization of a fuzzy generalization of rough sets
    • J. S. Mi and W. X. Zhang, "An axiomatic characterization of a fuzzy generalization of rough sets," Inf. Sci., vol. 160, pp. 235-249, 2004.
    • (2004) Inf. Sci. , vol.160 , pp. 235-249
    • Mi, J.S.1    Zhang, W.X.2
  • 26
    • 0001164225 scopus 로고    scopus 로고
    • Axiomatics for fuzzy rough sets
    • N. N. Morsi and M. M. Yakout, "Axiomatics for fuzzy rough sets," Fuzzy Sets Syst., vol. 100, pp. 327-342, 1998.
    • (1998) Fuzzy Sets Syst. , vol.100 , pp. 327-342
    • Morsi, N.N.1    Yakout, M.M.2
  • 27
    • 4344609320 scopus 로고    scopus 로고
    • [Online]. Available
    • UCI Machine Learning Repository. (2005). [Online]. Available: http://www.ics.uci.edu/~mlearn/MLRepository
    • (2005) UCI Machine Learning Repository
  • 28
    • 27744565978 scopus 로고
    • Rough Sets
    • Z. Pawlak, "Rough Sets," Int. J. Comput. Inf. Sci., vol. 11, no. 5, pp. 341-356, 1982.
    • (1982) Int. J. Comput. Inf. Sci. , vol.11 , Issue.5 , pp. 341-356
    • Pawlak, Z.1
  • 29
    • 0036498107 scopus 로고    scopus 로고
    • A comparative study of fuzzy rough sets
    • A. M. Radzikowska and E. E. Kerre, "A comparative study of fuzzy rough sets," Fuzzy Sets Syst., vol. 126, pp. 137-155, 2002.
    • (2002) Fuzzy Sets Syst. , vol.126 , pp. 137-155
    • Radzikowska, A.M.1    Kerre, E.E.2
  • 30
    • 2442528339 scopus 로고    scopus 로고
    • Selecting informative features with fuzzy-rough sets and its application for complex systems monitoring
    • Q. Shen and R. Jensen, "Selecting informative features with fuzzy-rough sets and its application for complex systems monitoring," Pattern Recog., vol. 37, no. 7, pp. 1351-1363, 2004.
    • (2004) Pattern Recog. , vol.37 , Issue.7 , pp. 1351-1363
    • Shen, Q.1    Jensen, R.2
  • 31
    • 33846088965 scopus 로고    scopus 로고
    • Feature selection algorithm for mixed data with both nominal and continuous features
    • W. Y. Tang and K. Z. Mao, "Feature selection algorithm for mixed data with both nominal and continuous features," Pattern Recog. Lett., vol. 28, no. 5, pp. 563-571, 2007.
    • (2007) Pattern Recog. Lett. , vol.28 , Issue.5 , pp. 563-571
    • Tang, W.Y.1    Mao, K.Z.2
  • 32
    • 0031117899 scopus 로고    scopus 로고
    • A novel approach to feature selection based on analysis of class regions
    • Apr.
    • R. Thawonmas and S. Abe, "A novel approach to feature selection based on analysis of class regions," IEEE Trans. Syst., Man, Cybern. B, vol. 27, no. 2, pp. 196-207, Apr. 1997.
    • (1997) IEEE Trans. Syst., Man, Cybern. B , vol.27 , Issue.2 , pp. 196-207
    • Thawonmas, R.1    Abe, S.2
  • 33
    • 54349129618 scopus 로고    scopus 로고
    • Attributes reduction using fuzzy rough sets
    • Oct.
    • E. C. C. Tsang, D. G. Chen, D. S. Yeung, and X. Z. Wang, "Attributes reduction using fuzzy rough sets," IEEE Trans. Fuzzy Syst., vol. 16, no. 5, pp. 1130-1141, Oct. 2008.
    • (2008) IEEE Trans. Fuzzy Syst. , vol.16 , Issue.5 , pp. 1130-1141
    • Tsang, E.C.C.1    Chen, D.G.2    Yeung, D.S.3    Wang, X.Z.4
  • 34
    • 0001899045 scopus 로고    scopus 로고
    • Improved heterogeneous distance functions
    • D. R. Wilson and T. R. Martinez, "Improved heterogeneous distance functions," J. Artif. Int. Res., vol. 6, pp. 1-34, 1997.
    • (1997) J. Artif. Int. Res. , vol.6 , pp. 1-34
    • Wilson, D.R.1    Martinez, T.R.2
  • 35
    • 33645990298 scopus 로고    scopus 로고
    • Nearest neighbors by neighborhood counting
    • Jun.
    • H. Wang, "Nearest neighbors by neighborhood counting," IEEE Trans. Pattern anal. mach. Int., vol. 28, no. 6, pp. 942-953, Jun. 2006.
    • (2006) IEEE Trans. Pattern Anal. Mach. Int. , vol.28 , Issue.6 , pp. 942-953
    • Wang, H.1
  • 36
    • 0037403099 scopus 로고    scopus 로고
    • Generalized fuzzy rough sets
    • W. Z. Wu, J. S Mi, and W. X. Zhang, "Generalized fuzzy rough sets," Inf. Sci., vol. 151, pp. 263-282, 2003.
    • (2003) Inf. Sci. , vol.151 , pp. 263-282
    • Wu, W.Z.1    Mi, J.S.2    Zhang, W.X.3
  • 37
    • 1642525198 scopus 로고    scopus 로고
    • Constructive and axiomatic approaches of fuzzy approximation operators
    • W. Z. Wu and W. X. Zhang, "Constructive and axiomatic approaches of fuzzy approximation operators," Inf. Sci., vol. 159, pp. 233-254, 2004.
    • (2004) Inf. Sci. , vol.159 , pp. 233-254
    • Wu, W.Z.1    Zhang, W.X.2
  • 38
    • 34250715450 scopus 로고    scopus 로고
    • Minimization of axiom sets on fuzzy approximation operators
    • X. P. Yang, "Minimization of axiom sets on fuzzy approximation operators," Inf. Sci., vol. 177, no. 18, pp. 3840-3854, 2007.
    • (2007) Inf. Sci. , vol.177 , Issue.18 , pp. 3840-3854
    • Yang, X.P.1
  • 40
    • 3242814757 scopus 로고    scopus 로고
    • Combining rough set methodology and fuzzy clustering for knowledge discovery from quantitative data
    • D. R. Yu, Q. H. Hu, and W. Bao, "Combining rough set methodology and fuzzy clustering for knowledge discovery from quantitative data," Proc. Chin. Soc. Elect. Eng., vol. 24, no. 6, pp. 205-210, 2004.
    • (2004) Proc. Chin. Soc. Elect. Eng. , vol.24 , Issue.6 , pp. 205-210
    • Yu, D.R.1    Hu, Q.H.2    Bao, W.3
  • 41
    • 25144492516 scopus 로고    scopus 로고
    • Efficient feature selection via analysis of relevance and redundancy
    • L. Yu and H. Liu, "Efficient feature selection via analysis of relevance and redundancy," J. Mach. Learning Res., vol. 5, pp. 1205-1224, 2004.
    • (2004) J. Mach. Learning Res. , vol.5 , pp. 1205-1224
    • Yu, L.1    Liu, H.2
  • 42
    • 84882847641 scopus 로고    scopus 로고
    • Nested structure in parameterized rough reduction
    • S. Y. Zhao, X. Z. Wang, D. G. Chen, and E. C. C. Tsang, "Nested structure in parameterized rough reduction," Inf. Sci., vol. 248, pp. 130-150, 2013.
    • (2013) Inf. Sci. , vol.248 , pp. 130-150
    • Zhao, S.Y.1    Wang, X.Z.2    Chen, D.G.3    Tsang, E.C.C.4
  • 43
    • 65549100708 scopus 로고    scopus 로고
    • The model of fuzzy variable precision rough sets fuzzy systems
    • Apr.
    • S. Y. Zhao, E. C. C. Tsang, and D. G. Chen, "The model of fuzzy variable precision rough sets fuzzy systems," IEEE Trans. Fuzzy Syst., vol. 17, no. 2, pp. 451-467, Apr. 2009.
    • (2009) IEEE Trans. Fuzzy Syst. , vol.17 , Issue.2 , pp. 451-467
    • Zhao, S.Y.1    Tsang, E.C.C.2    Chen, D.G.3
  • 44
    • 77949940694 scopus 로고    scopus 로고
    • Building a rule-based classifier by using fuzzy rough set technique
    • May
    • S. Y. Zhao, E. C. C. Tsang, and D. G. Chen, "Building a rule-based classifier by using fuzzy rough set technique," IEEE Trans. Knowl. Data Eng., vol. 22, no. 5, pp. 624-638, May. 2010.
    • (2010) IEEE Trans. Knowl. Data Eng. , vol.22 , Issue.5 , pp. 624-638
    • Zhao, S.Y.1    Tsang, E.C.C.2    Chen, D.G.3
  • 45
    • 0036832990 scopus 로고    scopus 로고
    • Hybrid decision tree
    • Z. H. Zhou and C. Z. Qian, "Hybrid decision tree," Knowl. Based Syst., vol. 15, no. 8, pp. 515-528, 2002.
    • (2002) Knowl. Based Syst. , vol.15 , Issue.8 , pp. 515-528
    • Zhou, Z.H.1    Qian, C.Z.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.