On the Effectiveness of Graph Statistics of Shareholder Relation Network in Predicting Bond Default Risk

Table 3

The performances of features and models in the default event classification task.

	CF	GBDT	LGBM	MLP	RF	TabNet	Xgboost
fin	1.0	0.96	1.0	0.90	1.0	0.0	0.97
str	0.96	1.0	1.0	0.0	1.0	0.08	0.97
dis	0.95	0.89	0.97	0.0	1.0	0.06	0.94
str+dis	0.96	1.0	0.97	0.0	1.0	0.06	1.0
fin+str	1.0	0.94	1.0	0.92	1.0	0.0	0.97
fin+dis	1.0	0.94	1.0	0.48	1.0	1.0	0.97
fin+str+dis	1.0	0.98	1.0	0.13	1.0	0.14	0.97