Estimation of Anti-HIV Activity of HEPT Analogues Using MLR, ANN, and SVM Techniques

Table 4

Values of the 𝑟²_𝑚 metrics judging the quality of the model.

S. number	Method	Sets	Average 𝑟^2𝑚	Δ  𝑟^2𝑚
1	MLR	Train	0.799	0.114
		Test	0.597	0.170
		Overall	0.732	0.133
2	ANN	Train	0.825	0.079
		Test	0.671	0.133
		Overall	0.799	0.045
3	SVM	Train	0.817	0.102
		Test	0.561	0.182
		Overall	0.731	0.125