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Volumn 5946 LNCS, Issue , 2010, Pages 1-13

Mining numerical data - A rough set approach

Author keywords

[No Author keywords available]

Indexed keywords

ATTRIBUTE VALUES; DATA MINING METHODS; DATA SETS; DISCRETIZATIONS; EQUAL INTERVALS; HIGH QUALITY; LEM2 RULE INDUCTION ALGORITHMS; NUMERICAL ATTRIBUTES; NUMERICAL DATA; ROUGH SET;

EID: 77949845051     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-11479-3_1     Document Type: Conference Paper
Times cited : (19)

References (32)
  • 1
    • 77949798508 scopus 로고    scopus 로고
    • Bajcar, S., Grzymala-Busse, J.W., Hippe, Z.S.: A comparison of six discretization algorithms used for prediction of melanoma. In: Proc. of the Eleventh International Symposium on Intelligent Information Systems, IIS 2002, Sopot, Poland, pp. 3-12. Physica-Verlag (2002)
    • Bajcar, S., Grzymala-Busse, J.W., Hippe, Z.S.: A comparison of six discretization algorithms used for prediction of melanoma. In: Proc. of the Eleventh International Symposium on Intelligent Information Systems, IIS 2002, Sopot, Poland, pp. 3-12. Physica-Verlag (2002)
  • 5
    • 37749034335 scopus 로고    scopus 로고
    • Catlett, J.: On changing continuous attributes into ordered discrete attributes. In: Kodratoff, Y. (ed.) EWSL 1991. LNCS (LNAI), 482, pp. 164-178. Springer, Heidelberg (1991)
    • Catlett, J.: On changing continuous attributes into ordered discrete attributes. In: Kodratoff, Y. (ed.) EWSL 1991. LNCS (LNAI), vol. 482, pp. 164-178. Springer, Heidelberg (1991)
  • 6
    • 0026406067 scopus 로고
    • Determination of quantization intervals in rule based model for dynamic systems
    • Man, and Cybernetics, Charlottesville, VA, pp
    • Chan, C.C., Batur, C., Srinivasan, A.: Determination of quantization intervals in rule based model for dynamic systems. In: Proc. of the IEEE Conference on Systems, Man, and Cybernetics, Charlottesville, VA, pp. 1719-1723 (1991)
    • (1991) Proc. of the IEEE Conference on Systems , pp. 1719-1723
    • Chan, C.C.1    Batur, C.2    Srinivasan, A.3
  • 7
    • 77949824026 scopus 로고    scopus 로고
    • Chan, C.C., Grzymala-Busse, J.W.: On the attribute redundancy and the learning programs ID3, PRISM, and LEM2. Department of Computer Science, University of Kansas, TR-91-14, December 1991, 20 p. (1991)
    • Chan, C.C., Grzymala-Busse, J.W.: On the attribute redundancy and the learning programs ID3, PRISM, and LEM2. Department of Computer Science, University of Kansas, TR-91-14, December 1991, 20 p. (1991)
  • 8
    • 0000864105 scopus 로고    scopus 로고
    • Global discretization of continuous attributes as preprocessing for machine learning
    • Chmielewski, M.R., Grzymala-Busse, J.W.: Global discretization of continuous attributes as preprocessing for machine learning. Int. Journal of Approximate Reasoning 15, 319-331 (1996)
    • (1996) Int. Journal of Approximate Reasoning , vol.15 , pp. 319-331
    • Chmielewski, M.R.1    Grzymala-Busse, J.W.2
  • 9
    • 85139983802 scopus 로고
    • Supervised and unsupervised discretization of continuous features
    • Tahoe City, CA, July 9-12, pp
    • Dougherty, J., Kohavi, R., Sahami, M.: Supervised and unsupervised discretization of continuous features. In: Proc of the 12th Int. Conf. on Machine Learning, Tahoe City, CA, July 9-12, pp. 194-202 (1995)
    • (1995) Proc of the 12th Int. Conf. on Machine Learning , pp. 194-202
    • Dougherty, J.1    Kohavi, R.2    Sahami, M.3
  • 10
    • 0002593344 scopus 로고
    • Multi-interval discretization of continuous-valued attributes for classification learning
    • Chambery, France, pp
    • Fayyad, U.M., Irani, K.B.: Multi-interval discretization of continuous-valued attributes for classification learning. In: Proc. of the 13th Int. Joint Conference on AI, Chambery, France, pp. 1022-1027 (1993)
    • (1993) Proc. of the 13th Int. Joint Conference on AI , pp. 1022-1027
    • Fayyad, U.M.1    Irani, K.B.2
  • 11
    • 77949858656 scopus 로고    scopus 로고
    • Grzymala-Busse, J.W.: LERS - A system for learning from examples based on rough sets. In: Slowinski, R. (ed.) Intelligent Decision Support. Handbook of Applications and Advances of the Rough Set Theory, pp. 3-18. Kluwer Academic Publishers, Dordrecht (1992)
    • Grzymala-Busse, J.W.: LERS - A system for learning from examples based on rough sets. In: Slowinski, R. (ed.) Intelligent Decision Support. Handbook of Applications and Advances of the Rough Set Theory, pp. 3-18. Kluwer Academic Publishers, Dordrecht (1992)
  • 12
    • 0031189666 scopus 로고    scopus 로고
    • A new version of the rule induction system LERS
    • Grzymala-Busse, J.W.: A new version of the rule induction system LERS. Fundamenta Informaticae 31, 27-39 (1997)
    • (1997) Fundamenta Informaticae , vol.31 , pp. 27-39
    • Grzymala-Busse, J.W.1
  • 13
    • 18944389149 scopus 로고    scopus 로고
    • Discretization of numerical attributes
    • Klösgen, W, Zytkow, J, eds, Oxford University Press, New York
    • Grzymala-Busse, J.W.: Discretization of numerical attributes. In: Klösgen, W., Zytkow, J. (eds.) Handbook of Data Mining and Knowledge Discovery, pp. 218-225. Oxford University Press, New York (2002)
    • (2002) Handbook of Data Mining and Knowledge Discovery , pp. 218-225
    • Grzymala-Busse, J.W.1
  • 15
    • 18944377438 scopus 로고    scopus 로고
    • Grzymala-Busse, J.W.: A comparison of three strategies to rule induction from data with numerical attributes. In: Proc. of the Int. Workshop on Rough Sets in Knowledge Discovery (RSKD 2003), in conjunction with the European Joint Conferences on Theory and Practice of Software, Warsaw, pp. 132-140 (2003)
    • Grzymala-Busse, J.W.: A comparison of three strategies to rule induction from data with numerical attributes. In: Proc. of the Int. Workshop on Rough Sets in Knowledge Discovery (RSKD 2003), in conjunction with the European Joint Conferences on Theory and Practice of Software, Warsaw, pp. 132-140 (2003)
  • 16
    • 9444231706 scopus 로고    scopus 로고
    • Rough set strategies to data with missing attribute values. In: Workshop Notes, Foundations and New Directions of Data Mining
    • Melbourne, FL, pp
    • Grzymala-Busse, J.W.: Rough set strategies to data with missing attribute values. In: Workshop Notes, Foundations and New Directions of Data Mining, in conjunction with the 3rd International Conference on Data Mining, Melbourne, FL, pp. 56-63 (2003)
    • (2003) conjunction with the 3rd International Conference on Data Mining , pp. 56-63
    • Grzymala-Busse, J.W.1
  • 17
    • 35048890498 scopus 로고    scopus 로고
    • Data with missing attribute values: Generalization of indiscernibility relation and rule induction. In: Peters, J.F., Skowron, A., Grzymała-Busse, J.W., Kostek, B.z
    • Świniarski, R.W, Szczuka, M.S, eds, Transactions on Rough Sets, 3100, pp, Springer, Heidelberg
    • Grzymala-Busse, J.W.: Data with missing attribute values: Generalization of indiscernibility relation and rule induction. In: Peters, J.F., Skowron, A., Grzymała-Busse, J.W., Kostek, B.z., Świniarski, R.W., Szczuka, M.S. (eds.) Transactions on Rough Sets I. LNCS, vol. 3100, pp. 78-95. Springer, Heidelberg (2004)
    • (2004) LNCS , vol.1 , pp. 78-95
    • Grzymala-Busse, J.W.1
  • 18
    • 33645958588 scopus 로고    scopus 로고
    • Grzymala-Busse, J.W.: Incomplete data and generalization of indiscernibility relation, definability, and approximations. In: Ślȩzak, D., Wang, G., Szczuka, M.S., Düntsch, I., Yao, Y. (eds.) RSFDGrC 2005. LNCS (LNAI), 3641, pp. 244-253. Springer, Heidelberg (2005)
    • Grzymala-Busse, J.W.: Incomplete data and generalization of indiscernibility relation, definability, and approximations. In: Ślȩzak, D., Wang, G., Szczuka, M.S., Düntsch, I., Yao, Y. (eds.) RSFDGrC 2005. LNCS (LNAI), vol. 3641, pp. 244-253. Springer, Heidelberg (2005)
  • 19
    • 38049026334 scopus 로고    scopus 로고
    • Grzymala-Busse, J.W.: Mining numerical data - A rough set approach. In: Kryszkiewicz, M., Peters, J.F., Rybiński, H., Skowron, A. (eds.) RSEISP 2007. LNCS (LNAI), 4585, pp. 12-21. Springer, Heidelberg (2007)
    • Grzymala-Busse, J.W.: Mining numerical data - A rough set approach. In: Kryszkiewicz, M., Peters, J.F., Rybiński, H., Skowron, A. (eds.) RSEISP 2007. LNCS (LNAI), vol. 4585, pp. 12-21. Springer, Heidelberg (2007)
  • 20
    • 0011770098 scopus 로고    scopus 로고
    • Discretization of numerical attributes by direct use of the rule induction algorithm LEM2 with interval extension
    • Zakopane, Poland, pp
    • Grzymala-Busse, J.W., Stefanowski, J.: Discretization of numerical attributes by direct use of the rule induction algorithm LEM2 with interval extension. In: Proc. of the Sixth Symposium on Intelligent Information Systems (IIS 1997), Zakopane, Poland, pp. 149-158 (1997)
    • (1997) Proc. of the Sixth Symposium on Intelligent Information Systems (IIS , pp. 149-158
    • Grzymala-Busse, J.W.1    Stefanowski, J.2
  • 22
    • 0011422717 scopus 로고
    • Global temperature stability by rule induction: An interdisciplinary bridge
    • Gunn, J.D., Grzymala-Busse, J.W.: Global temperature stability by rule induction: An interdisciplinary bridge. Human Ecology 22, 59-81 (1994)
    • (1994) Human Ecology , vol.22 , pp. 59-81
    • Gunn, J.D.1    Grzymala-Busse, J.W.2
  • 23
    • 0026995495 scopus 로고
    • ChiMerge: Discretization of numeric attributes
    • San Jose, CA, pp
    • Kerber, R.: ChiMerge: Discretization of numeric attributes. In: Proc. of the 10th National Conf. on AI, San Jose, CA, pp. 123-128 (1992)
    • (1992) Proc. of the 10th National Conf. on AI , pp. 123-128
    • Kerber, R.1
  • 26
    • 0000518312 scopus 로고    scopus 로고
    • Discretization methods for data mining
    • Polkowski, L, Skowron, A, eds, Physica, Heidelberg
    • Nguyen, H.S., Nguyen, S.H.: Discretization methods for data mining. In: Polkowski, L., Skowron, A. (eds.) Rough Sets in Knowledge Discovery, pp. 451-482. Physica, Heidelberg (1998)
    • (1998) Rough Sets in Knowledge Discovery , pp. 451-482
    • Nguyen, H.S.1    Nguyen, S.H.2
  • 30
    • 77949852741 scopus 로고    scopus 로고
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers, San Mateo (1993)
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann Publishers, San Mateo (1993)
  • 31
    • 57649131779 scopus 로고    scopus 로고
    • Handling continuous attributes in discovery of strong decision rules
    • Polkowski, L, Skowron, A, eds, RSCTC 1998, Springer, Heidelberg
    • Stefanowski, J.: Handling continuous attributes in discovery of strong decision rules. In: Polkowski, L., Skowron, A. (eds.) RSCTC 1998. LNCS (LNAI), vol. 1424, pp. 394-401. Springer, Heidelberg (1998)
    • (1998) LNCS (LNAI , vol.1424 , pp. 394-401
    • Stefanowski, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.