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Volumn 24, Issue 3, 2010, Pages 369-391

Multiple criteria optimization-based data mining methods and applications: A systematic survey

Author keywords

Bankruptcy prediction; Bioinformatics; Classification; Credit scoring; Data mining; Fuzzy programming; Multi criteria programming; Network intrusion detection; Regression

Indexed keywords

BIOINFORMATICS; CLASSIFICATION (OF INFORMATION); COMPUTER AIDED DIAGNOSIS; DAMAGE DETECTION; DECISION TREES; INTRUSION DETECTION; LINEAR PROGRAMMING; QUADRATIC PROGRAMMING; RISK ANALYSIS; RISK ASSESSMENT; SUPPORT VECTOR MACHINES;

EID: 77956686251     PISSN: 02191377     EISSN: 02193116     Source Type: Journal    
DOI: 10.1007/s10115-009-0268-1     Document Type: Article
Times cited : (36)

References (45)
  • 1
    • 84980104458 scopus 로고
    • Financial ratios, discriminant analysis and the prediction of corporate bankruptcy
    • Altman E (1968) Financial ratios, discriminant analysis and the prediction of corporate bankruptcy. J Finance 23(3): 589-609.
    • (1968) J Finance , vol.23 , Issue.3 , pp. 589-609
    • Altman, E.1
  • 3
    • 0342780712 scopus 로고
    • Measuring the efficiency of decision-making units
    • Charnes A, Cooper WW, Rhodes E (1979) Measuring the efficiency of decision-making units. Eur J Oper Res 3(4): 339.
    • (1979) Eur J Oper Res , vol.3 , Issue.4 , pp. 339
    • Charnes, A.1    Cooper, W.W.2    Rhodes, E.3
  • 4
    • 34249753618 scopus 로고
    • Support-vector Network
    • Cortes C, Vapnik V (1995) Support-vector Network. Mach Learn 20: 273-279.
    • (1995) Mach Learn , vol.20 , pp. 273-279
    • Cortes, C.1    Vapnik, V.2
  • 5
    • 0019565499 scopus 로고
    • Simple but powerful goal programming models for discriminant problems
    • Freed N, Glover F (1981) Simple but powerful goal programming models for discriminant problems. Eur J Oper Res 7: 44-60.
    • (1981) Eur J Oper Res , vol.7 , pp. 44-60
    • Freed, N.1    Glover, F.2
  • 6
    • 77956687208 scopus 로고    scopus 로고
    • Fung G (2003) Machine learning and data mining via mathematical programming-based support vector machines. Ph. D thesis, The University of Wisconsin-Madison.
  • 7
    • 33947376436 scopus 로고    scopus 로고
    • SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information
    • Fung G, Stoeckel J (2007) SVM feature selection for classification of SPECT images of Alzheimer's disease using spatial information. Knowl Inform Syst 11: 243-258.
    • (2007) Knowl Inform Syst , vol.11 , pp. 243-258
    • Fung, G.1    Stoeckel, J.2
  • 8
    • 33746180698 scopus 로고    scopus 로고
    • Classifications of credit cardholder behavior by using fuzzy linear programming
    • He J, Liu X, Shi Y, Xu W, Yan N (2004) Classifications of credit cardholder behavior by using fuzzy linear programming. Int J Inform Technol Decis Making 3(4): 633-650.
    • (2004) Int J Inform Technol Decis Making , vol.3 , Issue.4 , pp. 633-650
    • He, J.1    Liu, X.2    Shi, Y.3    Xu, W.4    Yan, N.5
  • 11
    • 77956687496 scopus 로고    scopus 로고
    • Kou G, Shi Y (2002) Linux based Multiple Linear Programming Classification Program, Omaha, NE, U. S. A., College of Information Science and Technology, University of Nebraska-Omaha.
  • 12
    • 0141532921 scopus 로고    scopus 로고
    • Multiple criteria linear programming to data mining: models, algorithm designs and software developments
    • Kou G, Liu X, Peng Y, Shi Y, Wise M, Xu W (2003) Multiple criteria linear programming to data mining: models, algorithm designs and software developments. Optim Methods Softw 18: 453-473.
    • (2003) Optim Methods Softw , vol.18 , pp. 453-473
    • Kou, G.1    Liu, X.2    Peng, Y.3    Shi, Y.4    Wise, M.5    Xu, W.6
  • 14
    • 24144463438 scopus 로고    scopus 로고
    • Discovering credit cardholders behavior by multiple criteria linear programming
    • Kou G, Peng Y, Shi Y, Wise M, Xu W (2005) Discovering credit cardholders behavior by multiple criteria linear programming. Ann Oper Res 135(1): 261-274.
    • (2005) Ann Oper Res , vol.135 , Issue.1 , pp. 261-274
    • Kou, G.1    Peng, Y.2    Shi, Y.3    Wise, M.4    Xu, W.5
  • 15
    • 77956677994 scopus 로고    scopus 로고
    • Kou G (2006) Multi-class multi-criteria mathematical programming and its applications in large scale data mining problems. PhD Dissertation, University of Nebraska Omaha.
  • 16
    • 56949107719 scopus 로고    scopus 로고
    • Multiple criteria mathematical programming for multi-class classification and applications in network intrusion detection
    • Kou G, Peng Y, Chen Z, Shi Y (2009) Multiple criteria mathematical programming for multi-class classification and applications in network intrusion detection. Inform Sci 179: 371-381.
    • (2009) Inform Sci , vol.179 , pp. 371-381
    • Kou, G.1    Peng, Y.2    Chen, Z.3    Shi, Y.4
  • 17
    • 47749152112 scopus 로고    scopus 로고
    • Firm bankruptcy prediction using multiple criteria linear programming data mining approach
    • Kwak W, Shi Y, Cheh JJ (2006) Firm bankruptcy prediction using multiple criteria linear programming data mining approach. Adv Financial Plan Forecast 2: 27-49.
    • (2006) Adv Financial Plan Forecast , vol.2 , pp. 27-49
    • Kwak, W.1    Shi, Y.2    Cheh, J.J.3
  • 18
    • 33750970557 scopus 로고    scopus 로고
    • Bankruptcy prediction for Japanese firms: using multiple criteria linear programming data mining approach
    • Kwak W, Shi Y, Eldridge S, Kou G (2006) Bankruptcy prediction for Japanese firms: using multiple criteria linear programming data mining approach. Int J Bus Intell Data Mining 1(4): 401-416.
    • (2006) Int J Bus Intell Data Mining , vol.1 , Issue.4 , pp. 401-416
    • Kwak, W.1    Shi, Y.2    Eldridge, S.3    Kou, G.4
  • 19
    • 40649106290 scopus 로고    scopus 로고
    • MCLP-based methods for improving "Bad" catching rate in credit cardholder behavior analysis
    • Li A, Shi Y, He J (2008) MCLP-based methods for improving "Bad" catching rate in credit cardholder behavior analysis. Appl Soft Comput 8(3): 1259-1265.
    • (2008) Appl Soft Comput , vol.8 , Issue.3 , pp. 1259-1265
    • Li, A.1    Shi, Y.2    He, J.3
  • 20
    • 0000963583 scopus 로고
    • Linear and nonlinear separation of patterns by linear programming
    • Mangasarian OL (1965) Linear and nonlinear separation of patterns by linear programming. Oper Res 13: 444-452.
    • (1965) Oper Res , vol.13 , pp. 444-452
    • Mangasarian, O.L.1
  • 21
    • 38849132106 scopus 로고    scopus 로고
    • Parallel randomized sampling for support vector machine (SVM) and support vector regression (SVR)
    • Lu Y, Roychowdhury V (2008) Parallel randomized sampling for support vector machine (SVM) and support vector regression (SVR). Knowl Inform Syst 14: 233-247.
    • (2008) Knowl Inform Syst , vol.14 , pp. 233-247
    • Lu, Y.1    Roychowdhury, V.2
  • 22
    • 14344249889 scopus 로고    scopus 로고
    • Ng AY (2004) Feature selection, L1 vs. L2 regularization, and rotational invariance. In: Proceedings of the twenty-first international conference on machine learning, Banff, Alberta, Canada, July 4-8, pp 78-86.
  • 23
    • 0000666375 scopus 로고
    • Financial ratios and the probabilistic prediction of bankruptcy
    • Ohlson J (1980) Financial ratios and the probabilistic prediction of bankruptcy. J Acc Res 18(1): 109-131.
    • (1980) J Acc Res , vol.18 , Issue.1 , pp. 109-131
    • Ohlson, J.1
  • 25
    • 51049094206 scopus 로고    scopus 로고
    • SVM based adaptive learning method for text classification from positive and unlabeled documents
    • Peng T, Zuo W, He F (2008) SVM based adaptive learning method for text classification from positive and unlabeled documents. Knowl Inform Syst 16: 281-301.
    • (2008) Knowl Inform Syst , vol.16 , pp. 281-301
    • Peng, T.1    Zuo, W.2    He, F.3
  • 26
    • 77956704711 scopus 로고    scopus 로고
    • Peng Y (2002) Data mining in credit card portfolio management: classification for cardholders' behavior. Master Thesis, University of Nebraska Omaha.
  • 27
    • 38649085309 scopus 로고    scopus 로고
    • A multi-criteria convex quadratic programming model for credit data analysis
    • Peng Y, Kou G, Shi Y, Chen Z (2008) A multi-criteria convex quadratic programming model for credit data analysis. Decis Support Syst 44: 1016-1030.
    • (2008) Decis Support Syst , vol.44 , pp. 1016-1030
    • Peng, Y.1    Kou, G.2    Shi, Y.3    Chen, Z.4
  • 30
    • 12444306275 scopus 로고    scopus 로고
    • Data mining in credit card portfolio management: a multiple criteria decision making approach
    • M. Koksalan and S. Zionts (Eds.), Berlin: Springer
    • Shi Y, Wise M, Luo M, Lin Y (2001) Data mining in credit card portfolio management: a multiple criteria decision making approach. In: Koksalan M, Zionts S (eds) Advance in multiple criteria decision making in the new millennium. Springer, Berlin, pp 427-436.
    • (2001) Advance in Multiple Criteria Decision Making in the New Millennium , pp. 427-436
    • Shi, Y.1    Wise, M.2    Luo, M.3    Lin, Y.4
  • 31
    • 24144479105 scopus 로고    scopus 로고
    • Data mining via multiple criteria linear programming: applications in credit card portfolio management
    • Shi Y, Peng Y, Xu W, Tang X (2002) Data mining via multiple criteria linear programming: applications in credit card portfolio management. Int J Inform Technol Decis Making 1: 131-151.
    • (2002) Int J Inform Technol Decis Making , vol.1 , pp. 131-151
    • Shi, Y.1    Peng, Y.2    Xu, W.3    Tang, X.4
  • 32
    • 77956667139 scopus 로고    scopus 로고
    • Stolfo SJ, Fan W, Lee W, Prodromidis A, Chan PK (2000) Cost-based modeling and evaluation for data mining with application to fraud and intrusion detection: results from the JAM Project, DARPA Information Survivability Conference.
  • 34
    • 26944440062 scopus 로고    scopus 로고
    • Applying fuzzy measures and nonlinear integrals in data mining
    • Wang Z, Leung K, Klir GJ (2005) Applying fuzzy measures and nonlinear integrals in data mining. Fuzzy Sets Syst 156: 371-380.
    • (2005) Fuzzy Sets Syst , vol.156 , pp. 371-380
    • Wang, Z.1    Leung, K.2    Klir, G.J.3
  • 35
    • 0037523350 scopus 로고    scopus 로고
    • Wang Z, Guo H (2003) A New genetic algorithm for nonlinear multi-regressions based on generalized Choquet integrals. In: Proceedings of Fuzz/IEEE, IEEE, pp 819-821.
  • 36
    • 77956700714 scopus 로고    scopus 로고
    • Wei LW (2008) Research on data mining classification model based on the multiple criteria programming and its application. PhD Dissertation, Institute of Policy and Management, Chinese Academy of Sciences.
  • 39
    • 77956661382 scopus 로고    scopus 로고
    • Yan N, Shi Y, Chen Z (2008) Multiple criteria nonlinear programming classification with signed non-additive measure. In: The 19th international conference on multiple criteria decision making, Auckland, New Zealand, January 7-12.
  • 40
    • 38049130391 scopus 로고    scopus 로고
    • Zhang P, Zhang JL, Shi Y (2007) A new multi-criteria quadratic-programming linear classification model for VIP E-Mail Analysis, ICCS 2007, Part II. LNCS, vol 4488, Springer, Berlin, pp 499-502.
  • 41
    • 77956653133 scopus 로고    scopus 로고
    • Zhang P, Shi Y (2008) Multiple criteria linear programming for vip e-mail behavior analysis. Working Paper, Research Center on Fictitious Economy and Data Science, Chinese Academy of Sciences.
  • 42
    • 53749104731 scopus 로고    scopus 로고
    • Several multi-criteria programming methods for classification
    • Zhang JL, Shi Y, Zhang P (2009) Several multi-criteria programming methods for classification. Comput Oper Res 36: 823-836.
    • (2009) Comput Oper Res , vol.36 , pp. 823-836
    • Zhang, J.L.1    Shi, Y.2    Zhang, P.3
  • 43
    • 77956704469 scopus 로고    scopus 로고
    • Zhang D, Tian Y, Shi Y (2008) A Regression Method by Multiple Criteria Linear Programming. In: 19th international conference on multiple criteria decision making, (MCDM), Auckland, New Zealand, January 7-12.
  • 44
    • 77956702627 scopus 로고    scopus 로고
    • Zhang Z, Zhang D, Tian Y, Shi Y (2008) Kernel based multiple criteria linear program. In: The 19th international conference on multiple criteria decision making (MCDM), Auckland, New Zealand, January 7-12.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.