Duke Data Science Entry to FICO Data Challenge

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Global Model

Two-Layer Additive Risk Model - A fully transparent global prediction model for the FICO dataset

Local Models

For a new individual,

  • a personalized local model is generated, which is simpler than the global model but is still consistent with it;

  • nearest neighbors are generated with corresponding learned distance metric.