BMC Medical Informatics and Decision Making

Table 5 Quantitative comparison of the best models reported in the literature for DM prediction using the same dataset

From: An explainable analysis of diabetes mellitus using statistical and artificial intelligence techniques

Study	Best model	Accuracy	Sensitivity	Specificity
Islam et al. [8]	RF	0.99	0.97	0.97
Chaves et al. [14]	ANN	0.98	0.98	0.97
Laila et al. [23]	RF	0.97	0.98	0.96
Ergün et al. [13]	CNN	0.99	0.98	-
Oladimeji et al. [57]	RF	0.98	-	-
Sadhu et al. [58]	RF	0.98	-	-
Hennebelle et al. [59]	RF	0.97	-	-
Our work	XGBoost	1.0	1.0	1.0

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ISSN: 1472-6947

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