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. Author manuscript; available in PMC: 2017 Nov 1.

Published in final edited form as: IEEE Life Sci Lett. 2016 Dec 29;2(3):31–34. doi: 10.1109/LLS.2016.2646498

TABLE I.

Cross-Validation Results

		MSE		Value of λ	MSE
Parameter Set Selection	{p₁₄}^*	70.4	Tikhonov Regularization	0.001	74.5
	{p₄₈}	70.7		0.01	72.7
	{p₅₈}	72.6		0.1	70.9
	{p₄₀}	70.4		1	69.9
	{p₁₄, p₄₀}^*	69.6		10	69.2
	{p₁₄, p₄₈}	70.0		100^†	69.0
	{p₄₈, p₄₀}	69.5		1000	69.0
	{p₁₄, p₅₈, p₄₀}^*	69.8		10000	71.2
	{p₁₄, p₄₈, p₄₀}	69.9		100000	78.1

	{p₄₈, p₅₈, p₄₀}	70.7	ℒ₁ Regularization	0.001	74.2
	10 largest	75.2		0.01	72.6

				0.1	71.0
				1	69.5
				10	69.3
				100	69.2
				1000^†	69.2
				10000	74.6
				100000	78.1

^*

Parameter sets of differing sizes obtained from the parameter set selection procedure.

^†

Optimal value of λ