Efficient Model Selection for Sparse Least-Square SVMs

Table 4

The value of 𝑚 versus test correctness (%) for FLSA-SVMs and RFLSA-SVMs on image and splice datasets.

𝑚	Image		Splice
	Best accuracy: 98.32		Best accuracy: 89.98
	FLSAs; λ = 2^−5	RFLSAs; λ = 2^−4	FLSAs; λ = 2^−6	RFLSAs; λ = 2^−6
100	96.93	95.84	89.20	87.03
120	96.93	96.63	89.52	87.08
140	97.23	96.93	89.70	87.63
160	97.62	96.73	89.33	87.77
180	97.92	96.73	89.75	88.51
200	97.72	96.83	89.84	88.64
220	97.13	96.53	89.98	88.83
240	97.43	96.73	89.70	89.15
260	97.62	97.13	89.70	89.20
280	97.23	97.33	89.79	89.10
300	97.03	97.03	89.75	89.20
320	97.13	97.23	89.38	89.10
340	97.03	97.52	89.56	89.29
360	96.93	97.62	89.61	89.20
380	96.63	97.82	89.84	89.38
400	97.23	97.72	89.52	89.10