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Suyun Zhao, Eric C.C. Tsang, Degang Chen, XiZhao Wang, "Building a RuleBased Classifier—A FuzzyRough Set Approach," IEEE Transactions on Knowledge and Data Engineering, vol. 22, no. 5, pp. 624638, May, 2010.  
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@article{ 10.1109/TKDE.2009.118, author = {Suyun Zhao and Eric C.C. Tsang and Degang Chen and XiZhao Wang}, title = {Building a RuleBased Classifier—A FuzzyRough Set Approach}, journal ={IEEE Transactions on Knowledge and Data Engineering}, volume = {22}, number = {5}, issn = {10414347}, year = {2010}, pages = {624638}, doi = {http://doi.ieeecomputersociety.org/10.1109/TKDE.2009.118}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }  
RefWorks Procite/RefMan/Endnote  x  
TY  JOUR JO  IEEE Transactions on Knowledge and Data Engineering TI  Building a RuleBased Classifier—A FuzzyRough Set Approach IS  5 SN  10414347 SP624 EP638 EPD  624638 A1  Suyun Zhao, A1  Eric C.C. Tsang, A1  Degang Chen, A1  XiZhao Wang, PY  2010 KW  Knowledgebased systems KW  fuzzyrough hybrids KW  rulebased classifier KW  IFTHEN rule. VL  22 JA  IEEE Transactions on Knowledge and Data Engineering ER   
[1] Z. Pawlak and A. Skowron, "Rough Sets: Some Extensions," Information Sciences, vol. 177, pp. 2840, 2007.
[2] L.A. Zadeh, "Fuzzy Sets," Information and Control, vol. 8, pp. 338353, 1965.
[3] D. Dubois and H. Prade, "Rough Fuzzy Sets and Fuzzy Rough Sets," Int'l J. General Systems, vol. 17, pp. 191208, 1990.
[4] D. Dubois and H. Prade, "Putting Rough Sets and Fuzzy Sets Together," Intelligent Decision Support, Handbook of Applications and Advances of the Rough Sets Theory, R. Slowinski, ed., pp. 203232, Kluwer Academic Publishers, 1992.
[5] J.S. Mi and W.X. Zhang, "An Axiomatic Characterization of a Fuzzy Generalization of Rough Sets," Information Sciences, vol. 160, pp. 235249, 2004.
[6] W.Z. Wu, J.S. Mi, and W.X. Zhang, "Generalized Fuzzy Rough Sets," Information Sciences, vol. 151, pp. 263282, 2003.
[7] W.Z. Wu and W.X. Zhang, "Constructive and Axiomatic Approaches of Fuzzy Approximation Operators," Information Sciences, vol. 159, pp. 233254, 2004.
[8] D.G. Chen, X.Z. Wang, D.S. Yeung, and E.C.C. Tsang, "Rough Approximations on a Complete Completely Distributive Lattice with Applications to Generalized Rough Sets," Information Sciences, vol. 176, pp. 18291848, 2006.
[9] D.S. Yeung, D.G. Chen, E.C.C. Tsang, J.W.T. Lee, and X.Z. Wang, "On the Generalization of Fuzzy Rough Sets," IEEE Trans. Fuzzy Systems, vol. 13, no. 3, pp. 343361, June 2005.
[10] N.N. Morsi and M.M Yakout, "Axiomatics for Fuzzy Rough Sets," Fuzzy Sets and Systems, vol. 100, pp. 327342, 1998.
[11] A.M. Radzikowska and E.E. Kerre, "A Comparative Study of Fuzzy Rough Sets," Fuzzy Sets and Systems, vol. 126, pp. 137155, 2002.
[12] M.D. Cock, C. Cornelis, and E.E. Kerre, "Fuzzy Rough Sets: The Forgotten Step," IEEE Trans. Fuzzy Systems, vol. 15, no. 1, pp. 121130, Feb. 2007.
[13] C. Cornelis, M.D. Cock, and A.M. Radzikowska, "Fuzzy Rough Sets: From Theory into Practice," Handbook of Granular Computing, W. Pedrycz, A. Skowron, and V. Kreinovich, eds., SpringerVerlag, 2008.
[14] R. Slowinski and D. Vanderpooten, "A Generalized Definition of Rough Approximations Based on Similarity," IEEE Trans. Knowledge and Data Eng., vol. 12, no. 2, pp. 331336, Mar./Apr. 2000.
[15] J.M.F. Salido and S. Murakami, "Rough Set Analysis of a General Type of Fuzzy Data Using Transitive Aggregations of Fuzzy Similarity Relations," Fuzzy Sets and Systems, vol. 139, pp. 635660, 2003.
[16] Y.Y. Yao, "Combination of Rough and Fuzzy Sets Based on AlphaLevel Sets," Rough Sets and Data Mining: Analysis for Imprecise Data, T.Y. LIN and N. Cercone, eds., pp. 301321, Kluwer Academic Publishers, 1997.
[17] Q. Hu, Y. Daren, and X. Zongxia, "Fuzzy Probabilistic Approximation Spaces and Their Information Measures," IEEE Trans. Fuzzy Systems, vol. 14, no. 2, pp. 191201, Apr. 2006.
[18] R. Jensen and Q. Shen, "FuzzyRough Attributes Reduction with Application to Web Categorization," Fuzzy Sets and Systems, vol. 141, pp. 469485, 2004.
[19] Q. Shen and R. Jensen, "Selecting Informative Features with FuzzyRough Sets and Its Application for Complex Systems Monitoring," Pattern Recognition, vol. 37, pp. 13511363, 2004.
[20] R. Jensen and Q. Shen, "SemanticsPreserving Dimensionality Reduction: Rough and FuzzyRoughBased Approaches," IEEE Trans. Knowledge and Data Eng., vol. 16, no. 12, pp. 14571471, Dec. 2004.
[21] R. Jensen and Q. Shen, "FuzzyRough Sets Assisted Attribute Selection," IEEE Trans. Fuzzy Systems, vol. 15, no. 1, pp. 7389, Feb. 2007.
[22] R. Jensen and Q. Shen, "New Approaches to FuzzyRough Feature Selection," IEEE Trans. Fuzzy Systems, vol. 17, no. 4, pp. 824838, Aug. 2009.
[23] E.C.C. Tsang, D.G. Chen, D.S. Yeung, X.Z. Wang, and J.W.T. Lee, "Attribute Reduction Using Fuzzy Rough Sets," IEEE Trans. Fuzzy Systems, vol. 16, no. 5, pp. 11301141, 2008.
[24] D.G. Chen, E.C.C. Tsang, and S.Y. Zhao, "Attributes Reduction with Fuzzy Rough Sets," Proc. 2007 IEEE Int'l Conf. Systems, Man, and Cybernetics, vol. 1, pp. 486491, 2007.
[25] Q.H. Hu, D.R. Yu, and Z.X. Xie, "InformationPreserving Hybrid Data Reduction Based on FuzzyRough Techniques," Pattern Recognition Letters, vol. 27, pp. 414423, 2006.
[26] Q.H. Hu, D.R. Yu, Z.X. Xie, and X.D. Li, "EROS: Ensemble Rough Subspaces," Pattern Recognition, vol. 40, pp. 37283739, 2007.
[27] Q.H. Hu, Z.X. Xie, and D.R. Yu, "Hybrid Attribute Reduction Based on a Novel FuzzyRough Model and Information Granulation," Pattern Recognition, vol. 40, pp. 35093521, 2007.
[28] D. Slezak, "Approximate Reducts in Decision Tables," Proc. Sixth Int'l Conf. Information Processing and Management of Uncertainty in KnowledgeBased Systems, pp. 11591164, 1996.
[29] D. Slezak, "Approximate Entropy Reducts," Fundamenta Informaticae, vol. 53, pp. 365390, 2002.
[30] H.S. Nguyen and D. Slezak, "Approximate Reducts and Association Rules—Corresponding and Complexity Results," Proc. Int'l Workshop New Directions in Rough Sets, Data Mining, and GranularSoft Computing (RSFDGrC '99), N. Zhong, A. Skowron, and S. Ohsuga, eds., pp. 137145, 1999.
[31] C. Cornelis, G.H. Martín, R. Jensen, and D. Slezak, "Feature Selection with Fuzzy Decision Reducts," Proc. Third Int'l Conf. Rough Sets and Knowledge Technology (RSKT '08), 2008.
[32] E.C.C. Tsang, S.Y. Zhao, and J.W.T. Lee, "Rule Induction Based on Fuzzy Rough Sets," Proc. 2007 Int'l Conf. Machine Learning and Cybernetics, vol. 5, pp. 30283033, Aug. 2007.
[33] C. Cornelis and R. Jensen, "A NoiseTolerant Approach to FuzzyRough Feature Selection," Proc. 17th Int'l Conf. Fuzzy System (FUZZIEEE '08), 2008.
[34] R.B. Bhatt and M. Gopal, "On Fuzzy Rough Sets Approach to Feature Selection," Pattern Recognition Letters, vol. 26, pp. 16321640, 2005.
[35] Q. Shen and A. Chouchoulas, "A RoughFuzzy Approach for Generating Classification Rules Pattern Recognition," Pattern Recognition, vol. 35, no. 11, pp. 24252438, 2002.
[36] S.K. Pal and P. Mitra, "Case Generation Using Rough Sets with Fuzzy Representation," IEEE Trans. Knowledge and Data Eng., vol. 16, no. 3, pp. 292300, Mar. 2004.
[37] Y. Li, S.C.K. Shiu, and S.K. Pal, "Combining Feature Reduction and Case Selection in Building CBR Classifiers," IEEE Trans. Knowledge and Data Eng., vol. 18, no. 2, pp. 415429, Mar. 2006.
[38] Q.H. Hu, D.R. Yu, and Z.X. Xie, "Neighborhood Classifiers," Expert Systems with Applications, vol. 34, pp. 866876, 2008.
[39] G.Q. Cao, S.C.K. Shiu, and X.Z. Wang, "A FuzzyRough Approach for the Maintenance of Distributed CaseBasedReasoning Systems," Soft Computing, vol. 7, no. 8, pp. 491499, 2003.
[40] M. Sarkar, "FuzzyRough Nearest Neighbor Algorithms in Classification," Fuzzy Sets and Systems, vol. 158, no. 19, pp. 21342152, 2007.
[41] R.B. Bhatt and M. Gopal, "FRCT: FuzzyRough Classification Trees," Pattern Analysis and Applications, vol. 11, no. 1, pp. 7388, 2008.
[42] R. Yasdi, "Learning Classification Rules from Database in the Context of Knowledge Acquisition and Representation," IEEE Trans. Knowledge and Data Eng., vol. 3, no. 3, pp. 293306, Sept. 1991.
[43] Y.C. Tsai, C.H. Cheng, and J.R. Chang, "EntropyBased Fuzzy Rough Classification Approach for Extracting Classification Rules," Expert Systems with Applications, vol. 31, no. 2, pp. 436443, 2006.
[44] E.C.C. Tsang and S.Y. Zhao, "Decision Table Reduction in KDD: Fuzzy Rough Based Approach, Transaction on Rough Sets," Lecture Notes in Computer Sciences, vol. 5946, pp. 177188, 2010.
[45] X.Z. Wang, E.C.C. Tsang, S.Y. Zhao, D.G. Chen, and D.S. Yeung, "Learning Fuzzy Rules from Fuzzy Samples Based on Rough Set Technique," Information Sciences, vol. 177, no. 20, pp. 44934514, 2007.
[46] S.Y. Zhao, E.C.C. Tsang, and D.G. Chen, "The Model of Fuzzy Variable Precision Rough Sets," IEEE Trans. Fuzzy Systems, vol. 17, no. 2, pp. 451467, Apr. 2009.
[47] A. Skowron and C. Rauszer, "The Discernibility Matrices and Functions in Information Systems," Intelligent Decision Support—Handbook of Applications and Advances of the Rough Sets Theory, R. Slowinski, ed., pp. 331362, Kluwer Academic Publishers, 1992.
[48] Y.Y. Yao, Y. Zhao, and J. Wang, "On Reduct Construction Algorithms," Proc. First Int'l Conf. Rough Sets and Knowledge Technology (RSKT '06), pp. 297304, July 2006.
[49] http://www.ics.uci.edu/∼mlearnMLRepository.html , 2008.
[50] S.R. Safavian and D. Landgrebe, "A Survey of Decision Tree Classifier Methodology," IEEE Trans. Systems, Man Cybernetics, vol. 21, no. 3, pp. 660674, May/June 1991.
[51] Y.F. Yuan and M.J. Shaw, "Introduction of Fuzzy Decision Tree," Fuzzy Sets and Systems, vol. 69, pp. 125139, 1995.
[52] J.R. Quinlan, See5, Release 1.13, http:/www.rulequest.com/, 2009.
[53] J.C. Bezdek and J.O. Harris, "Fuzzy Partitions and Relations: An Axiomatic Basis of Clustering," Fuzzy Sets and Systems, vol. 84, pp. 143153, 1996.
[54] T. Sudkamp, "Similarity, Interpolation, and Fuzzy Rule Construction," Fuzzy Sets and Systems, vol. 58, pp. 7386, 1993.
[55] G.J. Klir and B. Yuan, Fuzzy Logic: Theory and Applications. PrenticeHall, 1995.
[56] W. Zhu and F.Y. Wang, "On Three Types of CoveringBased Rough Sets," IEEE Trans. Knowledge and Data Eng., vol. 19, no. 8, pp. 11311144, Aug. 2007.
[57] S.H. Nguyen and H.S. Nguyen, "Some Effective Algorithms for Rough Set Methods," Proc. Conf. Int'l Processing and Management of Uncertainty in Knowledge Based Systems, pp. 14511456, 1996.