Table 2 Results of the effectiveness analysis of DPFCM and DPFCM_GK.

From: Application of the joint clustering algorithm based on Gaussian kernels and differential privacy in lung cancer identification

Data set	Metric	Model	Privacy budget ε						P Value
Data set	Metric	Model	0.01	1	2	3	4	5	P Value
UCIML	ACC	DPFCM_GK	0.568	0.779	0.870	0.875	0.891	0.885	3.95E-4
	ACC	DPFCM	0.535	0.632	0.844	0.864	0.863	0.889	3.95E-4
	PRE	DPFCM_GK	0.504	0.686	0.817	0.822	0.809	0.827	5.07E-06
	PRE	DPFCM	0.486	0.592	0.674	0.815	0.831	0.815	5.07E-06
	ReCall	DPFCM_GK	0.547	0.726	0.856	0.898	0.886	0.881	4.59E-05
	ReCall	DPFCM	0.525	0.674	0.767	0.881	0.889	0.869	4.59E-05
	F1_Score	DPFCM_GK	0.470	0.756	0.837	0.843	0.868	0.856	5.68E-05
	F1_Score	DPFCM	0.565	0.654	0.792	0.874	0.849	0.861	5.68E-05
	ARI	DPFCM_GK	0.380	0.604	0.735	0.743	0.754	0.735	3.98E-06
	ARI	DPFCM	0.353	0.492	0.693	0.733	0.741	0.739	3.98E-06
UCIML	ACC	DPFCM_GK	0.578	0.832	0.914	0.907	0.938	0.931	3.96E-06
	ACC	DPFCM	0.543	0.643	0.680	0.829	0.902	0.920	3.96E-06
	PRE	DPFCM_GK	0.516	0.720	0.894	0.888	0.892	0.869	1.51E-04
	PRE	DPFCM	0.525	0.615	0.749	0.890	0.859	0.892	1.51E-04
	ReCall	DPFCM_GK	0.562	0.801	0.908	0.911	0.901	0.898	4.65E-03
	ReCall	DPFCM	0.499	0.593	0.830	0.902	0.922	0.903	4.65E-03
	F1_Score	DPFCM_GK	0.530	0.778	0.907	0.909	0.913	0.917	5.46E-04
	F1_Score	DPFCM	0.505	0.586	0.791	0.928	0.912	0.914	5.46E-04
	ARI	DPFCM_GK	0.483	0.730	0.849	0.832	0.843	0.818	2.90E-04
	ARI	DPFCM	0.420	0.569	0.711	0.837	0.831	0.830	2.90E-04
UCIML	ACC	DPFCM_GK	0.594	0.737	0.910	0.932	0.918	0.918	1.17E-03
	ACC	DPFCM	0.513	0.617	0.810	0.999	0.916	0.928	1.17E-03
	PRE	DPFCM_GK	0.568	0.797	0.901	0.925	0.913	0.914	5.43E-04
	PRE	DPFCM	0.513	0.631	0.699	0.905	0.908	0.911	5.43E-04
	ReCall	DPFCM_GK	0.516	0.772	0.944	0.919	0.942	0.920	1.89E-04
	ReCall	DPFCM	0.472	0.594	0.777	0.929	0.935	0.930	1.89E-04
	F1_Score	DPFCM_GK	0.574	0.825	0.893	0.893	0.912	0.911	4.56E-04
	F1_Score	DPFCM	0.540	0.629	0.768	0.897	0.898	0.903	4.56E-04
	ARI	DPFCM_GK	0.46	0.647	0.860	0.860	0.862	0.865	2.74E-04
	ARI	DPFCM	0.475	0.582	0.703	0.851	0.873	0.852	2.74E-04

Note: In the table, only results for privacy budget ε = 0.01, 1, 2, 3, 4, 5 are included. The P Value represents the results of a paired t-test between DPFCM and DPFCM_GK.

Back to article page

Quick links

Search

Quick links