Enhancement of ELM by Clustering Discrimination Manifold Regularization and Multiobjective FOA for Semisupervised Classification

Table 3

Comparisons of average classification accuracy on dataset.

Dataset	CDMR-ELM		FOA-CDMR-ELM		MOFOA-CDMR-ELM
	Accuracy (%)	Hidden nodes	Accuracy (%)	Hidden nodes	Accuracy (%)	Hidden nodes
COIL2	91.42	34.5	91.86	31.7	92.41	22.1
COIL20	91.59	39.2	92.23	30.5	94.57	25.0
Shuttle	92.88	100	93.46	84.7	95.65	86.9
USPST	91.45	46.9	92.25	79.9	92.59	31.4
EEG Eye State	89.58	100	88.62	87.6	89.15	89.2
EMGPA	89.78	97.7	91.48	89.5	90.18	76.5
Seeds	92.33	29.9	93.21	22.4	96.88	18.3
Vertebral Column	90.45	27.4	91.65	19.7	93.76	12.8