Machine learning cryptography methods for IoT in healthcare

Chinbat, Tserendorj; Madanian, Samaneh; Airehrour, David; Hassandoust, Farkhondeh

doi:10.1186/s12911-024-02548-6

BMC Medical Informatics and Decision Making

Table 2 Model performance comparison of precision for different LWC algorithms and ML models on 16 KB – 2048 KB

From: Machine learning cryptography methods for IoT in healthcare

File Size	Algorithm	Decision Tree	Random Forest	SVM	MLP	KNN
16 KB	AES	0.968	0.969	0.97	0.969	0.967
	PRESENT	0.877	0.883	0.897	0.89	0.876
	SIMON	0.984	0.983	0.98	0.985	0.983
	XTEA	0.879	0.873	0.892	0.88	0.874
	PRINCE	0.971	0.969	0.975	0.972	0.972
	MSEA	0.909	0.903	0.912	0.901	0.902
	LEA	0.977	0.975	0.978	0.974	0.976
	RECTANGLE	0.979	0.98	0.98	0.978	0.979
64 KB	AES	0.998	0.999	0.998	0.998	0.998
	PRESENT	0.991	0.994	0.996	0.993	0.996
	SIMON	0.975	0.987	0.977	0.989	0.992
	XTEA	0.982	0.986	0.984	0.981	0.985
	PRINCE	0.982	0.986	0.985	0.986	0.986
	MSEA	0.994	0.997	0.997	0.997	0.996
	LEA	0.984	0.991	0.993	0.994	0.994
	RECTANGLE	0.989	0.992	0.995	0.994	0.994
256 KB	AES	0.990	0.991	0.981	0.982	0.990
	PRESENT	0.971	0.962	0.981	0.972	0.975
	SIMON	0.961	0.962	0.951	0.955	0.952
	XTEA	0.982	0.981	0.988	0.975	0.971
	PRINCE	0.982	0.988	0.971	0.983	0.981
	MSEA	0.982	0.98	0.962	0.972	0.985
	LEA	0.991	0.991	0.981	0.987	0.984
	RECTANGLE	0.995	0.99	0.975	0.981	0.982
512 KB	AES	0.952	0.982	0.971	0.987	0.966
	PRESENT	0.944	0.971	0.951	0.977	0.945
	SIMON	0.926	0.964	0.946	0.964	0.921
	XTEA	0.881	0.945	0.916	0.941	0.883
	PRINCE	0.871	0.922	0.898	0.925	0.864
	MSEA	0.902	0.953	0.921	0.951	0.904
	LEA	0.912	0.955	0.936	0.951	0.912
	RECTANGLE	0.895	0.931	0.914	0.936	0.894
1024 KB	AES	0.931	0.963	0.955	0.950	0.935
	PRESENT	0.886	0.934	0.925	0.916	0.890
	SIMON	0.915	0.953	0.944	0.938	0.920
	XTEA	0.801	0.895	0.878	0.864	0.831
	PRINCE	0.854	0.921	0.905	0.889	0.862
	MSEA	0.765	0.842	0.825	0.808	0.775
	LEA	0.818	0.883	0.871	0.857	0.822
	RECTANGLE	0.868	0.930	0.912	0.907	0.876
2048 KB	AES	0.924	0.961	0.950	0.945	0.933
	PRESENT	0.866	0.930	0.918	0.907	0.884
	SIMON	0.904	0.949	0.939	0.935	0.914
	XTEA	0.785	0.888	0.866	0.851	0.828
	PRINCE	0.839	0.917	0.900	0.884	0.858
	MSEA	0.739	0.823	0.809	0.795	0.766
	LEA	0.795	0.865	0.851	0.839	0.798
	RECTANGLE	0.849	0.920	0.900	0.895	0.864

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ISSN: 1472-6947

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