Evaluating probability of default: Intelligent agents in managing a multi-model system

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摘要

For the successful probability of default (PD) evaluation with the application of multiple prediction models two issues should be addressed: the accuracy of the analytic models which decreases over time and the evaluation of results which must be presented in a uniform shape. To deal with these two issues, a multi-agent system (MAS) and knowledge management systems (KMS) based process management system is proposed. The proposed system has two goals: to prevent the PD information quality deterioration by active management of analytical processes and to provide a universal access point allowing the simultaneous use of multiple prediction models.

论文关键词:Probability of default,Predictive analytics,Business intelligence,Multi-agent systems,Ontologies,Knowledge management systems

论文评审过程:Available online 30 October 2010.

论文官网地址:https://doi.org/10.1016/j.eswa.2010.10.023