Efficient Model Selection for Sparse Least-Square SVMs

Table 2

Test correctness (%).

	RFLSA-SVM; (𝑚, λ)	FLSA-SVM; (𝐶, λ)	SVM; (γ, λ)	LS-SVM; (γ, λ)	FSALS-SVM; (γ, λ)	PFSALS-SVM; (γ, λ)	D-OFR
Banana	89.29 (24, 1)	89.33 (20, 1)	89.33 (2^5, 2^−1)	88.92 (2^3, 0.6369)	89.14 (2^5, 2^−1)	89.12 (2^3, 2^−1)	89.10 (40, 2^−2)
Splice	89.98 (680, 2^−6)	89.98 (220, 2^−6)	89.75 (2^3, 2^−7)	89.84 (2^3, 0.0135)	89.93 (2^3, 2^−6)	89.93 (2^8, 2^−6)	89.33 (380, 2^−6)
Image	97.82 (20, 2^−4)	97.92 (180, 2^−5)	97.82 (2^7, 2^−3)	97.92 (2^7, 0.0135)	98.32 (2^4, 2^−2)	98.02 (2^5, 2^−2)	97.92 (480, 2^−3)
Ringnorm	98.70 (20, 2^−5)	98.66 (27, 2^−5)	98.68 (2^−6, 2^−5)	97.07 (2^9, 0.1192)	98.70 (2^−4, 2^−5)	98.70 (2^−5, 2^−5)	98.59 (47, 2^−5)