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Volumn 5545 LNCS, Issue PART 2, 2009, Pages 534-542

Knowledge-rich data mining in financial risk detection

Author keywords

Chance discovery; Classification; Financial risk detection; Knowledge rich data mining; Risk analysis

Indexed keywords

ACTIONABILITY; BUSINESS RISKS; CHANCE DISCOVERY; CLASSIFICATION; CREDIT RISKS; DATA MINING METHODS; DATA MINING PROCESS; DATA MINING TECHNIQUES; DATA SETS; DECISION MAKERS; EARLY DETECTION; ELECTRONIC DATA; FINANCIAL RISK DETECTION; FINANCIAL RISKS; INSURANCE RISK; KEY COMPONENT; KNOWLEDGE GAPS; KNOWLEDGE-RICH DATA MINING;

EID: 70149110863     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-01973-9_60     Document Type: Conference Paper
Times cited : (10)

References (26)
  • 1
    • 25144456903 scopus 로고    scopus 로고
    • Improving clustering analysis for credit card accounts classification
    • Sunderam, V.S., van Albada, G.D., Sloot, P.M.A., Dongarra, J. (eds.) Springer, Heidelberg
    • Peng, Y., Kou, G., Shi, Y., Chen, Z.: Improving Clustering Analysis for Credit Card Accounts Classification. In: Sunderam, V.S., van Albada, G.D., Sloot, P.M.A., Dongarra, J. (eds.) ICCS 2005. LNCS, vol. 3516, pp. 548-553. Springer, Heidelberg (2005)
    • (2005) ICCS 2005. LNCS , vol.3516 , pp. 548-553
    • Peng, Y.1    Kou, G.2    Shi, Y.3    Chen, Z.4
  • 3
    • 0000521473 scopus 로고
    • Ridge estimators in logistic regression
    • le Cessie, S., Houwelingen, J.C.: Ridge estimators in logistic regression. Applied Statistics 41(1), 191-201 (1992)
    • (1992) Applied Statistics , vol.41 , Issue.1 , pp. 191-201
    • Le Cessie, S.1    Houwelingen, J.C.2
  • 8
    • 0031269184 scopus 로고    scopus 로고
    • On the optimality of the simple bayesian classifier under zero-one loss
    • Domingos, P., Pazzani, M.: On the Optimality of the Simple Bayesian Classifier under Zero-One Loss. Machine Learning 29(203), 103-130 (1997)
    • (1997) Machine Learning , vol.29 , Issue.203 , pp. 103-130
    • Domingos, P.1    Pazzani, M.2
  • 9
    • 0030285403 scopus 로고    scopus 로고
    • The KDD process for extracting useful knowledge from volumes of data
    • Fayyad, U.M., Piatetsky-Shapiro, G., Smyth, P.: The KDD Process for Extracting Useful Knowledge from Volumes of Data. Communications of the ACM 39(11), 27-34 (1996)
    • (1996) Communications of the ACM , vol.39 , Issue.11 , pp. 27-34
    • Fayyad, U.M.1    Piatetsky-Shapiro, G.2    Smyth, P.3
  • 11
    • 24144463438 scopus 로고    scopus 로고
    • Discovering credit cardholders' behavior by multiple criteria linear programming
    • Kou, G., Peng, Y., Shi, Y., Wise, M., Xu, W.: Discovering Credit Cardholders' Behavior by Multiple Criteria Linear Programming. Annals of Operations Research 135(1), 261-274 (2005)
    • (2005) Annals of Operations Research , vol.135 , Issue.1 , pp. 261-274
    • Kou, G.1    Peng, Y.2    Shi, Y.3    Wise, M.4    Xu, W.5
  • 12
    • 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.: Bankruptcy Prediction for Japanese Firms: Using Multiple Criteria Linear Programming Data Mining Approach. International Journal of Business Intelligence and Data Mining 1(4), 401-416 (2006)
    • (2006) International Journal of Business Intelligence and Data Mining , vol.1 , Issue.4 , pp. 401-416
    • Kwak, W.1    Shi, Y.2    Eldridge, S.3    Kou, G.4
  • 14
    • 70149083873 scopus 로고    scopus 로고
    • New Generation Research, Inc. as of April 27, 2008
    • New Generation Research, Inc., http://www.bankruptcydata.com/default.asp (as of April 27, 2008)
  • 15
    • 0036734385 scopus 로고    scopus 로고
    • Chance discovery by stimulated groups of people-application to understanding consumption of rare food
    • September
    • Ohsawa, Y., Fukuda, H.: Chance discovery by stimulated groups of people-application to understanding consumption of rare food. Journal of Contingencies and Crisis Management 10(3) (September 2002)
    • (2002) Journal of Contingencies and Crisis Management , vol.10 , Issue.3
    • Ohsawa, Y.1    Fukuda, H.2
  • 16
    • 38649085309 scopus 로고    scopus 로고
    • A multi-criteria convex quadratic programming model for credit data analysis
    • Peng, Y., Kou, G., Shi, Y., Chen, Z.: A Multi-Criteria Convex Quadratic Programming Model for Credit Data Analysis. Decision Support Systems 44(4), 1016-1030 (2008)
    • (2008) Decision Support Systems , vol.44 , Issue.4 , pp. 1016-1030
    • Peng, Y.1    Kou, G.2    Shi, Y.3    Chen, Z.4
  • 17
    • 38149026389 scopus 로고    scopus 로고
    • Application of classification methods to individual disability income insurance fraud detection
    • Shi, Y., van Albada, G.D., Dongarra, J., Sloot, P.M.A. (eds.) Springer, Heidelberg
    • Peng, Y., Kou, G., Sabatka, A., Matza, J., Chen, Z., Khazanchi, D., Shi, Y.: Application of Classification Methods to Individual Disability Income Insurance Fraud Detection. In: Shi, Y., van Albada, G.D., Dongarra, J., Sloot, P.M.A. (eds.) ICCS 2007, Part III. LNCS, vol. 4489, pp. 852-858. Springer, Heidelberg (2007)
    • (2007) ICCS 2007, Part III. LNCS , vol.4489 , pp. 852-858
    • Peng, Y.1    Kou, G.2    Sabatka, A.3    Matza, J.4    Chen, Z.5    Khazanchi, D.6    Shi, Y.7
  • 18
    • 0003120218 scopus 로고    scopus 로고
    • Fast training of support vector machines using sequential minimal optimization
    • Schotolkopf, B., Burges, C.J.C., Smola, A. (eds.) MIT press, Cambridge
    • Platt, J.C.: Fast training of support vector machines using sequential minimal optimization. In: Schotolkopf, B., Burges, C.J.C., Smola, A. (eds.) Advances in Kernel Methods-Support Vector Learning, pp. 185-208. MIT press, Cambridge (1998)
    • (1998) Advances in Kernel Methods-Support Vector Learning , pp. 185-208
    • Platt, J.C.1
  • 20
    • 70149093143 scopus 로고    scopus 로고
    • The National Health Care Anti-Fraud Association as of April 27, 2008
    • The National Health Care Anti-Fraud Association, http://www.nhcaa.org/ eweb/DynamicPage.aspx?webcode=anti-frau d-resource-centr&wpscode= TheProblemOfHCFraud (as of April 27, 2008)
  • 22
    • 70149109769 scopus 로고    scopus 로고
    • UCI Machine Learning Repository. University of California, School of Information and Computer Science, Irvine, CA, http://www.ics.uci.edu/~mlearn/ MLRepository.html
    • UCI Machine Learning Repository. University of California, School of Information and Computer Science, Irvine, CA, http://www.ics.uci.edu/~mlearn/ MLRepository.html
  • 23
    • 4243998561 scopus 로고
    • Computer systems that learn: Classification and predication methods from statistics
    • Morgan Kaufmann, San Francisco
    • Weiss, S.M., Kulikowski, C.A.: Computer Systems that Learn: Classification and Predication Methods from Statistics. In: Neural Nets Machine Learning and Expert Systems. Morgan Kaufmann, San Francisco (1991)
    • (1991) Neural Nets Machine Learning and Expert Systems
    • Weiss, S.M.1    Kulikowski, C.A.2
  • 24
    • 70149114779 scopus 로고    scopus 로고
    • Wikipedia.org as of April 28, 2008
    • Wikipedia.org, http://en.wikipedia.org/wiki/Financial-risk (as of April 28, 2008)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.