Before revision:  To dissolve such risks , we propose  a hybrid feature representation, which is feeded into a gradient boosting model for credit risk assessment of guarantee network. Empirical study is performed on a ten-year guarantee loan record from commercial banks.
After revision:  To dissolve such risks , we propose a real-world three-years loan record from commercial banks.