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 3 Model performance comparison of recall for different LWC algorithms and ML models on 16 KB

From: Machine learning cryptography methods for IoT in healthcare

File Size	Algorithm	Decision Tree	Random Forest	SVM	MLP	KNN
16 KB	AES	0.9735	0.9812	0.9923	0.9871	0.9795
	PRESENT	0.9164	0.9347	0.9549	0.9463	0.9321
	SIMON	0.9445	0.9612	0.9782	0.9713	0.9592
	XTEA	0.8613	0.8779	0.9076	0.8941	0.8776
	PRINCE	0.9032	0.9258	0.9456	0.9371	0.9242
	MSEA	0.9467	0.9643	0.9812	0.9742	0.9623
	LEA	0.9198	0.9381	0.9583	0.9501	0.9359
	RECTANGLE	0.8821	0.9024	0.9267	0.9164	0.8991
64 KB	AES	0.936	0.959	0.939	0.956	0.940
	PRESENT	0.961	0.982	0.965	0.981	0.964
	SIMON	0.948	0.971	0.951	0.969	0.952
	XTEA	0.941	0.965	0.943	0.962	0.944
	PRINCE	0.954	0.976	0.958	0.974	0.959
	MSEA	0.925	0.947	0.928	0.943	0.929
	LEA	0.930	0.952	0.932	0.948	0.933
	RECTANGLE	0.972	0.988	0.973	0.990	0.974
256 KB	AES	0.974	0.985	0.956	0.961	0.948
	PRESENT	0.911	0.923	0.892	0.901	0.883
	SIMON	0.945	0.957	0.923	0.936	0.912
	XTEA	0.923	0.936	0.891	0.902	0.875
	PRINCE	0.899	0.911	0.866	0.877	0.852
	MSEA	0.933	0.946	0.901	0.91	0.87
	LEA	0.961	0.972	0.932	0.945	0.901
	RECTANGLE	0.975	0.983	0.942	0.961	0.92
512 KB	AES	0.937	0.941	0.944	0.940	0.935
	PRESENT	0.912	0.909	0.912	0.908	0.909
	SIMON	0.931	0.933	0.937	0.932	0.930
	XTEA	0.896	0.900	0.898	0.895	0.892
	PRINCE	0.924	0.928	0.929	0.927	0.921
	MSEA	0.923	0.929	0.932	0.927	0.920
	LEA	0.902	0.909	0.908	0.906	0.902
	RECTANGLE	0.941	0.945	0.947	0.942	0.939
1024 KB	AES	0.86	0.89	0.87	0.91	0.86
	PRESENT	0.83	0.87	0.84	0.88	0.83
	SIMON	0.88	0.92	0.89	0.94	0.88
	XTEA	0.80	0.84	0.81	0.86	0.80
	PRINCE	0.82	0.86	0.83	0.87	0.82
	MSEA	0.84	0.88	0.85	0.89	0.84
	LEA	0.86	0.90	0.88	0.92	0.86
	RECTANGLE	0.89	0.93	0.90	0.95	0.89
2048 KB	AES	0.81	0.86	0.75	0.82	0.74
	PRESENT	0.85	0.89	0.80	0.86	0.79
	SIMON	0.89	0.92	0.84	0.90	0.83
	XTEA	0.80	0.85	0.74	0.81	0.73
	PRINCE	0.87	0.91	0.82	0.88	0.81
	MSEA	0.78	0.82	0.70	0.77	0.69
	LEA	0.84	0.88	0.78	0.85	0.77
	RECTANGLE	0.92	0.94	0.88	0.93	0.87

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ISSN: 1472-6947

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