Duke Data Science Entry to FICO Data Challenge

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.