Table 3.

Experiment 2 - Chronic Kidney Disease.

			Acc	Acc Federated	Acc Size	Acc Accuracy	Acc Size & acc	Acc Cont	Acc Inv Cont
Part	Size	Pos (%)	(local)	Averaging (Fed)	(Fed)	(Fed)	(Fed)	(Fed)	(Fed)
1	20%	73%	1.0000	0.9375	1.0000	1.0000	1.0000	0.8750	0.8583
2	20%	58%	0.9375	1.0000	0.9375	1.0000	1.0000	1.0000	1.0000
3	20%	56%	0.8125	0.8750	0.9375	0.8750	0.9375	0.9375	0.8750
4	20%	65%	0.9375	1.0000	1.0000	0.8750	1.0000	1.0000	1.0000
5	20%	60%	1.0000	1.0000	0.8750	1.0000	0.8750	1.0000	1.0000
Avg	–	–	0.9375	0.9625	0.9500	0.9500	0.9625	0.9625	0.9467
1	14%	36%	1.0000	1.0000	1.0000	0.9166	0.9000	0.9285	0.9166
2	29%	67%	0.9583	0.9583	0.9583	1.0000	0.9545	0.8947	0.9565
3	20%	77%	0.8750	0.9375	0.9285	1.0000	1.0000	0.9411	0.8571
4	13%	48%	1.0000	1.0000	0.9000	1.0000	1.0000	1.0000	1.0000
5	24%	68%	0.9500	0.9000	0.9583	0.9200	0.9545	1.0000	0.9523
Avg	–	–	0.9567	0.9592	0.9490	0.9673	0.9618	0.9528	0.9365
1	52%	64%	1.0000	0.9761	0.9756	0.9250	0.9767	0.9750	0.9500
2	3%	50%	1.0000	1.0000	1.0000	1.0000	0.5000	1.0000	1.0000
3	14%	76%	1.0000	1.0000	1.0000	1.0000	0.9285	1.0000	0.9285
4	5%	83%	0.7500	1.0000	1.0000	1.0000	1.0000	1.0000	1.0000
5	26%	51%	0.9523	0.9523	0.9090	0.9523	0.8333	0.9500	0.9130
Avg	–	–	0.9404	0.9857	0.9769	0.9755	0.8477	0.9855	0.9583
1	44%	63%	0.9428	0.9428	0.9743	0.9750	0.9736	0.9047	0.9756
2	8%	72%	1.0000	1.0000	1.0000	1.0000	1.0000	1.0000	1.0000
3	6%	43%	0.8000	0.8000	1.0000	1.0000	1.0000	1.0000	1.0000
4	13%	43%	0.9090	0.9090	1.0000	1.0000	1.0000	1.0000	1.0000
5	30%	72%	1.0000	1.0000	0.8571	0.9444	1.0000	1.0000	1.0000
Avg	–	–	0.9304	0.9304	0.9663	0.9839	0.9947	0.9809	0.9951