Instance-based credit risk assessment for investment decisions in P2P lending.

•We use an instance-based model to assess a loan’s credit risk.•We formulate P2P lending into portfolio optimization with boundary constraints.•We describe the similarity of two loans using default likelihood distance.•We use kernel weighting to smooth risks of loans.