Low-Rank Kernel-Based Semisupervised Discriminant Analysis

Table 3

Classification accuracy of different graphs on Musk, Seeds, and SPECT Heart databases.

Database	Algorithm	The percentage of labeled samples
		10%	20%	30%	40%	50%
Musk	LRKSDA	0.767778	0.827083	0.838095	0.838889	0.895125
Musk	KSDA1	0.356299	0.592578	0.756849	0.83253	0.883174
Musk	KSDA2	0.418741	0.607271	0.755128	0.817146	0.888439
Musk	SDA	0.352444	0.611676	0.757407	0.840006	0.894315
Seeds	LRKSDA	0.890323	0.893333	0.90625	0.90813	0.929608
Seeds	KSDA1	0.46676	0.654862	0.825	0.874946	0.914757
Seeds	KSDA2	0.410025	0.609322	0.709814	0.845034	0.890559
Seeds	SDA	0.503879	0.725435	0.819122	0.872932	0.929595
SPECT Heart	LRKSDA	0.778992	0.778378	0.776216	0.78038	0.826076
SPECT Heart	KSDA1	0.404513	0.622916	0.683333	0.786381	0.85786
SPECT Heart	KSDA2	0.398401	0.608538	0.702989	0.77983	0.869786
SPECT Heart	SDA	0.364647	0.556669	0.69857	0.759696	0.818995