Applied multivariate statistical analysis
Applied multivariate statistical analysis
C4.5: programs for machine learning
C4.5: programs for machine learning
A comparative analysis of inductive-learning algorithms
International Journal of Intelligent Systems in Accounting and Finance Management - Special issue on neural networks
Genetic algorithms + data structures = evolution programs (2nd, extended ed.)
Genetic algorithms + data structures = evolution programs (2nd, extended ed.)
Decision support in non-conservative domains: generalization with neural networks
Decision Support Systems - Special issue on neural networks for decision support
Bankruptcy prediction using neural networks
Decision Support Systems - Special issue on neural networks for decision support
Data mining
Inductive modeling of expert decision making in loan evaluation: a decision strategy perspective
Decision Support Systems - Special issue: expertise and modeling expert decision making
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Data Mining Techniques: For Marketing, Sales, and Customer Support
Data Mining Techniques: For Marketing, Sales, and Customer Support
Computer-Aided Multivariate Analysis
Computer-Aided Multivariate Analysis
Machine Learning
Evaluating Feature Selection Methods for Learning in Data Mining Applications
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
Knowledge Discovery: Comprehensibility of the Results
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
The Intelligent Interface for On-Line Electronic Medical Records Using Temporal Data Mining
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
Exploiting Parallelism in Knowledge Discovery Systems to Improve Scalability
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
Mondou: Interface with Text Data Mining for Web Search Engine
HICSS '98 Proceedings of the Thirty-First Annual Hawaii International Conference on System Sciences-Volume 5 - Volume 5
The Hausdor_ Distance Measure for Feature Selection in Learning Applications
HICSS '99 Proceedings of the Thirty-second Annual Hawaii International Conference on System Sciences-Volume 6 - Volume 6
Models of Consensus for Knowledge Acquisition
HICSS '99 Proceedings of the Thirty-second Annual Hawaii International Conference on System Sciences-Volume 6 - Volume 6
A Methodology for Evaluating and Selecting Data Mining Software
HICSS '99 Proceedings of the Thirty-second Annual Hawaii International Conference on System Sciences-Volume 6 - Volume 6
HICSS '99 Proceedings of the Thirty-second Annual Hawaii International Conference on System Sciences-Volume 6 - Volume 6
Improved use of continuous attributes in C4.5
Journal of Artificial Intelligence Research
Generating C4.5 production rules in parallel
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
On the discovery of process models from their instances
Decision Support Systems
Metadata and its impact on libraries: Book Reviews
Journal of the American Society for Information Science and Technology
Evaluating and Tuning Predictive Data Mining Models Using Receiver Operating Characteristic Curves
Journal of Management Information Systems
Data mining from 1994 to 2004: an application-orientated review
International Journal of Business Intelligence and Data Mining
International Journal of Business Intelligence and Data Mining
Data mining performance on perturbed databases: important influences on classification accuracy
International Journal of Information and Computer Security
Predictive model of insolvency risk for Australian corporations
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
A practical approach to credit scoring
Expert Systems with Applications: An International Journal
Credit Risk Evaluation Using Support Vector Machine with Mixture of Kernel
ICCS '07 Proceedings of the 7th international conference on Computational Science, Part II
Incorporating domain knowledge into data mining classifiers: An application in indirect lending
Decision Support Systems
Constructing a reassigning credit scoring model
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Brief paper: Experience-consistent modeling: Regression and classification problems
Automatica (Journal of IFAC)
Computational Statistics & Data Analysis
Tuning Data Mining Methods for Cost-Sensitive Regression: A Study in Loan Charge-Off Forecasting
Journal of Management Information Systems
Computational Statistics & Data Analysis
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters
Expert Systems with Applications: An International Journal
An evolution-based approach with modularized evaluations to forecast financial distress
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
A data mining framework for detecting subscription fraud in telecommunication
Engineering Applications of Artificial Intelligence
Expert Systems with Applications: An International Journal
Applying ANNs into constructing the CLV discriminant model
DNCOCO'06 Proceedings of the 5th WSEAS international conference on Data networks, communications and computers
Expert Systems with Applications: An International Journal
Comparative analysis of data mining methods for bankruptcy prediction
Decision Support Systems
Expert Systems with Applications: An International Journal
CASDMKM'04 Proceedings of the 2004 Chinese academy of sciences conference on Data Mining and Knowledge Management
Multiple criteria linear programming data mining approach: an application for bankruptcy prediction
CASDMKM'04 Proceedings of the 2004 Chinese academy of sciences conference on Data Mining and Knowledge Management
The new robust conic GPLM method with an application to finance: prediction of credit default
Journal of Global Optimization
International Journal of Computer Applications in Technology
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This paper uses a data-mining approach to develop bankruptcy prediction models suitable for normal and crisis economic conditions. It observes the dynamics of model change from normal to crisis conditions and provides interpretation of bankruptcy classifications. The bankruptcy prediction model revealed that the major variables in predicting bankruptcy were "cash flow to total assets" and "productivity of capital" under normal conditions and "cash flow to liabilities," "productivity of capital," and "fixed assets to stockholders equity and long-term liabilities" under crisis conditions. The accuracy rates of final prediction models in normal conditions and in crisis conditions were found to be 83.3 percent and 81.0 percent, respectively. When the normal model was applied in crisis situations, prediction accuracy dropped significantly in the case of bankruptcy classification (from 66.7 percent to 36.7 percent) to the level of a blind guess (35.71 percent). Therefore, the need for a different model in crisis economic conditions is justified.