Granular Computing Classification Algorithms Based on Distance Measures between Granules from the View of Set

Table 3

Performance of DGrC on multiclass problems.

Data sets	Shapes	𝜌	Size	Tr (%)	Ts (%)	Tr (s)	Ts (s)
Sensor2	Hyperdiamond	0.005	948	99.67	98.3516	1.1875	0.2031
	Hypersphere	0.0115	338	99.3674	98.4615	1.2031	0.1406
	Hypercube	0.01	365	99.2299	98.1319	3.8125	0.0938
	Hyperbox	0.004	1560	99.945	98.297	1.2031	0.71875
Sensor4	Hyperdiamond	0.0195	974	99.5052	92.4092	1.1563	0.2344
	Hypersphere	0.0085	1387	99.9175	91.7492	0.9063	0.5938
	Hypercube	0.0255	466	98.3233	90.4290	2.1563	0.1563
	Hyperbox	0.00765	906	97.306	91.474	1.5469	0.8125
Sensor24	Hyperdiamond	0.4450	2154	99.6425	87.8022	9.2188	2.7969
	Hypersphere	0.4450	1700	98.3773	83.2418	4.7031	2.4063
	Hypercube	0.1750	2276	99.3674	75.6593	10.0625	3.7969
	Hyperbox	0.265	2711	99.67	83.132	7.5469	6.4531
Optdigits	Hyperdiamond	1.99	3685	99.9738	97.4958	18.5625	4.813
	Hypersphere	2	1005	100	98.1636	2.1094	2.4063
	Hypercube	0.15	3823	100	96.3272	6.5781	12.2344
	Hyperbox	2.1	2028	99.9738	98.0523	25.0625	7.1875
Pendigits	Hyperdiamond	0.62	2334	99.97856	97.5129	5.2500	2.3281
	Hypersphere	0.28	4041	100	97.9131	5.0000	7.5000
	Hypercube	0.25	2074	99.9733	97.5129	8.8594	4.2344
	Hyperbox	0.64	5801	99.9466	97.9417	2.7031	9.6563
Letter	Hyperdiamond	0.13	11993	100	94.6603	7.0156	18.2188
	Hypersphere	0.065	12685	100	94.7953	3.1719	28.0469
	Hypercube	0.08	7350	100	90.2955	9.2344	19.9063
	Hyperbox	0.5	10427	98.77	94.5853	6.9844	36.8438
Shuttle	Hyperdiamond	0.0028	3052	99.9931	99.9448	47	10.255
	Hypersphere	0.0015	3348	100	99.9448	36.3125	10.8594
	Hypercube	0.00006	5895	99.9977	99.9379	58.7969	31.1250
	Hyperbox	0.0025	2920	99.9885	99.9379	26.2688	28.7813