메뉴 건너뛰기




Volumn 39, Issue 3, 2012, Pages 3298-3310

Case-based reasoning ensemble and business application: A computational approach from multiple case representations driven by randomness

Author keywords

Business failure prediction; Case based reasoning ensemble; Multiple case representations

Indexed keywords

BUSINESS APPLICATIONS; BUSINESS FAILURE PREDICTION; CASE REPRESENTATION; CASE-BASED REASONING ENSEMBLE; CBR; COMPUTATIONAL APPROACH; CORPORATE EXECUTIVES; DECISION MAKERS; FEATURE SUBSET; LOGISTIC REGRESSIONS; MULTIPLE CASE REPRESENTATIONS; MULTIVARIATE DISCRIMINANT ANALYSIS; PREDICTIVE ABILITIES; PREDICTIVE PERFORMANCE; SPECIFIC PROBLEMS;

EID: 80255137421     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.09.017     Document Type: Article
Times cited : (19)

References (51)
  • 1
    • 0028401306 scopus 로고
    • Case-based reasoning: Foundational issues, methodological variations, and system approach
    • A. Aamodt, and E. Plaza Case-based reasoning: Foundational issues, methodological variations, and system approach AI Communications 7 1 1994 39 59
    • (1994) AI Communications , vol.7 , Issue.1 , pp. 39-59
    • Aamodt, A.1    Plaza, E.2
  • 2
    • 58549117670 scopus 로고    scopus 로고
    • Bankruptcy prediction modeling with hybrid case-based reasoning and genetic algorithms approach
    • H. Ahn, and K. Kim Bankruptcy prediction modeling with hybrid case-based reasoning and genetic algorithms approach Applied Soft Computing 9 2 2009 599 607
    • (2009) Applied Soft Computing , vol.9 , Issue.2 , pp. 599-607
    • Ahn, H.1    Kim, K.2
  • 6
    • 33749673034 scopus 로고    scopus 로고
    • Deciding the financial health of dot-coms using rough sets
    • DOI 10.1016/j.im.2006.08.001, PII S0378720606000711
    • I. Bose Deciding the financial health of dot-coms using rough sets Information & Management 43 7 2006 835 846 (Pubitemid 44550250)
    • (2006) Information and Management , vol.43 , Issue.7 , pp. 835-846
    • Bose, I.1
  • 7
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • L. Breiman Bagging predictors Machine Learning 24 1996 123 140 (Pubitemid 126724382)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 9
    • 0242515926 scopus 로고    scopus 로고
    • Attribute bagging: Improving accuracy of classifier ensembles by using random feature subsets
    • DOI 10.1016/S0031-3203(02)00121-8, PII S0031320302001218
    • R. Bryll, R. Gutierrez-Osuna, and F. Quek Attribute bagging: Improving accuracy of classifier ensembles by using random feature subsets Pattern Recognition 36 6 2003 1291 1302 (Pubitemid 36225868)
    • (2003) Pattern Recognition , vol.36 , Issue.6 , pp. 1291-1302
    • Bryll, R.1    Gutierrez-Osuna, R.2    Quek, F.3
  • 11
    • 60249090307 scopus 로고    scopus 로고
    • Differential evolution trained wavelet neural networks: Application to bankruptcy prediction in banks
    • N. Chauhan, V. Ravi, and D. Chandra Differential evolution trained wavelet neural networks: Application to bankruptcy prediction in banks Expert Systems with Applications 36 2009 7659 7665
    • (2009) Expert Systems with Applications , vol.36 , pp. 7659-7665
    • Chauhan, N.1    Ravi, V.2    Chandra, D.3
  • 13
    • 70350653805 scopus 로고    scopus 로고
    • A taxonomy of similarity mechanisms for case-based reasoning
    • P. Cunningham A taxonomy of similarity mechanisms for case-based reasoning IEEE Transactions on Knowledge and Data 21 2008 1532 1543
    • (2008) IEEE Transactions on Knowledge and Data , vol.21 , pp. 1532-1543
    • Cunningham, P.1
  • 14
    • 84956613663 scopus 로고    scopus 로고
    • Case Representation Issues for Case-Based Reasoning from Ensemble Research
    • Case-Based Reasoning Research and Development
    • P. Cunningham, and G. Zenobi Case representation issues for case-based reasoning from ensemble research ICCBR 2001 146 157 (Pubitemid 33312728)
    • (2001) Lecture Notes in Computer Science , Issue.2080 , pp. 146-157
    • Cunningham, P.1    Zenobi, G.2
  • 15
    • 0037208778 scopus 로고    scopus 로고
    • 5 model for case-based reasoning
    • DOI 10.1016/S0950-7051(02)00053-9, PII S0950705102000539
    • 5 model for case-based reasoning Knowledge-Based Systems 16 2003 59 65 (Pubitemid 34946795)
    • (2003) Knowledge-Based Systems , vol.16 , Issue.1 , pp. 59-65
    • Finnie, G.1    Sun, Z.2
  • 16
  • 17
    • 34247547016 scopus 로고    scopus 로고
    • Application of a hybrid intelligent decision support model in logistics outsourcing
    • DOI 10.1016/j.cor.2006.01.011, PII S0305054806000281
    • G. Iiklar, E. Alptekin, and G. Büyüközkan Application of a hybrid intelligent decision support model in logistics outsourcing Computers & Operations Research 34 12 2007 3701 3714 (Pubitemid 46661040)
    • (2007) Computers and Operations Research , vol.34 , Issue.12 , pp. 3701-3714
    • Isiklar, G.1    Alptekin, E.2    Buyukozkan, G.3
  • 18
    • 0030414816 scopus 로고    scopus 로고
    • Integration of case-based forecasting, neural network, and discriminant analysis for bankruptcy prediction
    • DOI 10.1016/S0957-4174(96)00056-5, PII S0957417496000565
    • H. Jo, and I. Han Integration of case-based forecasting, neural network, and discriminant analysis for bankruptcy prediction Expert Systems with Applications 11 4 1996 415 422 (Pubitemid 126350920)
    • (1996) Expert Systems with Applications , vol.11 , Issue.4 SPEC. ISS. , pp. 415-422
    • Jo, H.1    Han, I.2
  • 19
    • 0031199479 scopus 로고    scopus 로고
    • Bankruptcy prediction using case-based reasoning, neural networks, and discriminant analysis
    • PII S0957417497000110
    • H. Jo, I. Han, and H. Lee Bankruptcy prediction using case-based reasoning, neural network and discriminant analysis for bankruptcy prediction Expert Systems with Applications 13 1997 97 108 (Pubitemid 127400547)
    • (1997) Expert Systems with Applications , vol.13 , Issue.2 , pp. 97-108
    • Jo, H.1    Han, I.2    Lee, H.3
  • 20
    • 80051469908 scopus 로고    scopus 로고
    • Biasing bayesian optimization algorithm using case-based reasoning
    • M. Kaedi, and N. Ghasem-Aghaee Biasing bayesian optimization algorithm using case-based reasoning Knowledge-Based Systems 24 8 2011 1245 1253
    • (2011) Knowledge-Based Systems , vol.24 , Issue.8 , pp. 1245-1253
    • Kaedi, M.1    Ghasem-Aghaee, N.2
  • 22
    • 33846314346 scopus 로고    scopus 로고
    • Bankruptcy prediction in banks and firms via statistical and intelligent techniques - A review
    • DOI 10.1016/j.ejor.2006.08.043, PII S0377221706008769
    • P. Kumar, and V. Ravi Bankruptcy prediction in banks and firms via statistical and intelligent techniques - A review European Journal of Operational Research 180 1 2007 1 28 (Pubitemid 46123864)
    • (2007) European Journal of Operational Research , vol.180 , Issue.1 , pp. 1-28
    • Ravi Kumar, P.1    Ravi, V.2
  • 24
    • 54949111332 scopus 로고    scopus 로고
    • Ranking-order case-based reasoning for financial distress prediction
    • H. Li, and J. Sun Ranking-order case-based reasoning for financial distress prediction Knowledge-Based Systems 21 8 2008 868 878
    • (2008) Knowledge-Based Systems , vol.21 , Issue.8 , pp. 868-878
    • Li, H.1    Sun, J.2
  • 25
    • 55249100209 scopus 로고    scopus 로고
    • Gaussian case-based reasoning for business failure prediction with empirical data in China
    • H. Li, and J. Sun Gaussian case-based reasoning for business failure prediction with empirical data in China Information Sciences 179 1-2 2009 89 108
    • (2009) Information Sciences , vol.179 , Issue.12 , pp. 89-108
    • Li, H.1    Sun, J.2
  • 26
    • 58349092749 scopus 로고    scopus 로고
    • Majority voting combination of multiple case-based reasoning of financial distress prediction
    • H. Li, and J. Sun Majority voting combination of multiple case-based reasoning of financial distress prediction Expert Systems with Applications 36 3 2009 4363 4373
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 4363-4373
    • Li, H.1    Sun, J.2
  • 27
    • 64049084825 scopus 로고    scopus 로고
    • Predicting business failure using multiple case-based reasoning combined with support vector machine
    • H. Li, and J. Sun Predicting business failure using multiple case-based reasoning combined with support vector machine Expert Systems with Applications 36 6 2009 10085 10096
    • (2009) Expert Systems with Applications , vol.36 , Issue.6 , pp. 10085-10096
    • Li, H.1    Sun, J.2
  • 28
    • 59649108839 scopus 로고    scopus 로고
    • Hybridizing principles of the Electre method with case-based reasoning for data mining
    • H. Li, and J. Sun Hybridizing principles of the Electre method with case-based reasoning for data mining European Journal of Operational Research 197 1 2009 214 224
    • (2009) European Journal of Operational Research , vol.197 , Issue.1 , pp. 214-224
    • Li, H.1    Sun, J.2
  • 30
    • 56349098832 scopus 로고    scopus 로고
    • Developing a business failure prediction model via RST. GRA and CBR
    • R. Lin, Y. Wang, C. Wu, and C. Chuang Developing a business failure prediction model via RST. GRA and CBR Expert Systems with Applications 36 2 2009 1593 1600
    • (2009) Expert Systems with Applications , vol.36 , Issue.2 , pp. 1593-1600
    • Lin, R.1    Wang, Y.2    Wu, C.3    Chuang, C.4
  • 31
    • 45849152647 scopus 로고    scopus 로고
    • An association-based case reduction technique for case-based reasoning
    • C.-H. Liu, L.-S. Chen, and C.-C. Hsu An association-based case reduction technique for case-based reasoning Information Sciences 178 17 2008 3347 3355
    • (2008) Information Sciences , vol.178 , Issue.17 , pp. 3347-3355
    • Liu, C.-H.1    Chen, L.-S.2    Hsu, C.-C.3
  • 32
    • 79151478281 scopus 로고    scopus 로고
    • Real-time retrieval for case-based reasoning in interactive multiagent-based simulations
    • P. Loor, R. Benard, and P. Chevaillier Real-time retrieval for case-based reasoning in interactive multiagent-based simulations Expert Systems with Applications 38 5 2011 5145 5153
    • (2011) Expert Systems with Applications , vol.38 , Issue.5 , pp. 5145-5153
    • Loor, P.1    Benard, R.2    Chevaillier, P.3
  • 33
    • 79959694665 scopus 로고    scopus 로고
    • Conversational case-based reasoning in medical decision making
    • D. McSherry Conversational case-based reasoning in medical decision making Artificial Intelligence in Medicine 52 2 2011 59 66
    • (2011) Artificial Intelligence in Medicine , vol.52 , Issue.2 , pp. 59-66
    • McSherry, D.1
  • 34
    • 58749088971 scopus 로고    scopus 로고
    • A binary classification method for bankruptcy prediction
    • J.H. Min, and C. Jeong A binary classification method for bankruptcy prediction Expert Systems with Applications 36 3 2009 5256 5263
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 5256-5263
    • Min, J.H.1    Jeong, C.2
  • 36
    • 0036776641 scopus 로고    scopus 로고
    • A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction
    • DOI 10.1016/S0957-4174(02)00045-3, PII S0957417402000453
    • C. Park, and I. Han A case-based reasoning with the feature weights derived by analytic hierarchy process for bankruptcy prediction Expert Systems with Applications 23 3 2002 255 264 (Pubitemid 34991878)
    • (2002) Expert Systems with Applications , vol.23 , Issue.3 , pp. 255-264
    • Park, C.-S.1    Han, I.2
  • 37
    • 13544265385 scopus 로고    scopus 로고
    • A threshold-varying artificial neural network approach for classification and its application to bankruptcy prediction problem
    • DOI 10.1016/j.cor.2004.06.023, PII S0305054804001558, Application of Neural Networks
    • P. Pendharkar A threshold varying artificial neural network approach for classification and its application to bankruptcy prediction problem Computers & Operations Research 32 2005 2561 2582 (Pubitemid 40219761)
    • (2005) Computers and Operations Research , vol.32 , Issue.10 , pp. 2561-2582
    • Pendharkar, P.C.1
  • 38
    • 79955630748 scopus 로고    scopus 로고
    • A novel case-based reasoning approach to radiotherapy planning
    • S. Petrovic, N. Mishra, and S. Sundar A novel case-based reasoning approach to radiotherapy planning Expert Systems with Applications 38 9 2011 10759 10769
    • (2011) Expert Systems with Applications , vol.38 , Issue.9 , pp. 10759-10769
    • Petrovic, S.1    Mishra, N.2    Sundar, S.3
  • 41
    • 34548487769 scopus 로고    scopus 로고
    • Soft computing system for bank performance prediction
    • DOI 10.1016/j.asoc.2007.02.001, PII S156849460700018X
    • V. Ravi, H. Kurniawan, P. Thai, and P. Kumar Soft computing system for bank performance prediction Applied Soft Computing 8 2008 305 315 (Pubitemid 47374565)
    • (2008) Applied Soft Computing Journal , vol.8 , Issue.1 , pp. 305-315
    • Ravi, V.1    Kurniawan, H.2    Thai, P.N.K.3    Kumar, P.R.4
  • 44
    • 77956603881 scopus 로고    scopus 로고
    • A case-based reasoning approach to derive object-oriented models from software architectures
    • G. Vazquez, J. Diaz-Pace, and M. Campo A case-based reasoning approach to derive object-oriented models from software architectures Expert Systems 27 4 2010 267 290
    • (2010) Expert Systems , vol.27 , Issue.4 , pp. 267-290
    • Vazquez, G.1    Diaz-Pace, J.2    Campo, M.3
  • 45
    • 13944267604 scopus 로고    scopus 로고
    • Case-based reasoning in steel bridge engineering
    • DOI 10.1016/j.knosys.2004.06.001, PII S0950705104000358
    • A. Waheed, and H. Adeli Case-based reasoning in steel bridge engineering Knowledge-Based Systems 18 1 2005 37 46 (Pubitemid 40266092)
    • (2005) Knowledge-Based Systems , vol.18 , Issue.1 , pp. 37-46
    • Waheed, A.1    Adeli, H.2
  • 46
    • 13544268431 scopus 로고    scopus 로고
    • Neural network ensemble strategies for financial decision applications
    • DOI 10.1016/j.cor.2004.03.017, PII S0305054804000693, Application of Neural Networks
    • D. West, S. Dellana, and J. Qian Neural network ensemble strategies for financial decision applications Computers & Operations Research 32 10 2005 2543 2559 (Pubitemid 40219760)
    • (2005) Computers and Operations Research , vol.32 , Issue.10 , pp. 2543-2559
    • West, D.1    Dellana, S.2    Qian, J.3
  • 47
    • 0031073477 scopus 로고    scopus 로고
    • A Review and Empirical Evaluation of Feature Weighting Methods for a Class of Lazy Learning Algorithms
    • D. Wettschereck, D. Aha, and T. Mohri A review and comparative evaluation of feature weighting methods for lazy learning algorithms Artificial Intelligence Review 11 1997 273 314 (Pubitemid 127508242)
    • (1997) Artificial Intelligence Review , vol.11 , Issue.1-5 , pp. 273-314
    • Wettschereck, D.1    Aha, D.W.2    Mohri, T.3
  • 48
    • 79955620798 scopus 로고    scopus 로고
    • Learning fuzzy rules for similarity assessment in case-based reasoning
    • N. Xiong Learning fuzzy rules for similarity assessment in case-based reasoning Expert Systems with Applications 38 9 2011 10780 10786
    • (2011) Expert Systems with Applications , vol.38 , Issue.9 , pp. 10780-10786
    • Xiong, N.1
  • 50
  • 51
    • 79951581837 scopus 로고    scopus 로고
    • A case-based reasoning approach on supplier selection in petroleum enterprises
    • K. Zhao, and X. Yu A case-based reasoning approach on supplier selection in petroleum enterprises Expert Systems with Applications 38 6 2011 6839 6847
    • (2011) Expert Systems with Applications , vol.38 , Issue.6 , pp. 6839-6847
    • Zhao, K.1    Yu, X.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.