Credit Risk Prediction on Real-world credit dataset

47.5PrecisionPrivacyCredit

Evaluation results

Method
PrivacyCredit2026.06	47.5	30.55	37.18	—
XGBoost-All2026.06	47.5	30.55	37.18	—
SecureBoost2026.06	47.5	30.55	37.18	—
XGBoost-k-Anonymity2026.06	47	30.23	36.79	—
XGBoost-DP-epsilon2026.06	46.2	29.71	36.16	—
PrivacyCredit2026.06	44	35.37	39.22	—
XGBoost-All2026.06	44	35.37	39.22	—
SecureBoost2026.06	44	35.37	39.22	—
XGBoost-k-Anonymity2026.06	43.6	35.05	38.86	—
XGBoost-F2026.06	43.5	27.97	34.05	—
XGBoost-DP-epsilon2026.06	42.32	34.02	37.72	—
XGBoost-t-Closeness2026.06	41.5	26.69	32.49	—
XGBoost-l-Diversity2026.06	41	26.37	32.09	—
PrivacyCredit2026.06	40.67	39.23	39.93	81.41
XGBoost-All2026.06	40.67	39.23	39.93	81.41
SecureBoost2026.06	40.67	39.23	39.93	81.41
PrivacyCredit2026.06	40.67	39.23	39.93	—
XGBoost-All2026.06	40.67	39.23	39.93	—
SecureBoost2026.06	40.67	39.23	39.93	—
XGBoost-k-Anonymity2026.06	39.67	38.26	38.95	80.61
XGBoost-k-Anonymity2026.06	39.67	38.26	38.95	—
XGBoost-DP-ϵ2026.06	39.53	38.14	38.82	80.29
XGBoost-DP-epsilon2026.06	39.53	38.14	38.82	—
XGBoost-k-Anonymity2026.06	39.33	37.94	38.63	80.56
XGBoost-l-Diversity2026.06	38.4	30.87	34.22	—
XGBoost-F2026.06	37.6	30.23	33.51	—
XGBoost-t-Closeness2026.06	37.6	30.23	33.51	—
PrivacyCredit2026.06	37.43	42.12	39.64	—
XGBoost-All2026.06	37.43	42.12	39.64	—
SecureBoost2026.06	37.43	42.12	39.64	—
XGBoost-k-Anonymity2026.06	37.33	36.01	36.66	80.23
XGBoost-k-Anonymity2026.06	37.14	41.8	39.33	—
XGBoost-DP-ϵ2026.06	37.03	35.72	36.37	79.37
XGBoost-t-Closeness2026.06	36.67	35.37	36.01	79.35
XGBoost-t-Closeness2026.06	36.67	35.37	36.01	—
XGBoost-DP-epsilon2026.06	36.57	41.16	38.73	—
XGBoost-F2026.06	36	34.73	35.35	78.73
XGBoost-l-Diversity2026.06	36	34.73	35.35	79.2
PrivacyCredit2026.06	36	46.3	40.51	—
XGBoost-All2026.06	36	46.3	40.51	—
XGBoost-F2026.06	36	34.73	35.35	—
SecureBoost2026.06	36	46.3	40.51	—
XGBoost-l-Diversity2026.06	36	34.73	35.35	—
XGBoost-l-Diversity2026.06	35.67	34.41	35.02	79.11
XGBoost-t-Closeness2026.06	35.67	34.41	35.02	79.06
XGBoost-t-Closeness2026.06	35.33	34.08	34.7	78.82
XGBoost-DP-ϵ2026.06	35.03	33.79	34.4	78.14
XGBoost-l-Diversity2026.06	35	33.76	34.37	78.99
XGBoost-t-Closeness2026.06	34.57	38.91	36.61	—
XGBoost-k-Anonymity2026.06	34.5	44.37	38.82	—
XGBoost-DP-epsilon2026.06	34.45	44.31	38.76	—
XGBoost-F2026.06	33.43	37.62	35.4	—
XGBoost-t-Closeness2026.06	33	42.44	37.13	—
XGBoost-l-Diversity2026.06	32.86	36.98	34.8	—
XGBoost-F2026.06	32.5	41.8	36.57	—
XGBoost-l-Diversity2026.06	32	41.16	36.01	—