Development of Quantitative Structure-Property Relationship Models for Self-Emulsifying Drug Delivery System of 2-Aryl Propionic Acid NSAIDs

Table 8

Statistical comparison between MLR and ANN.

Model	𝑁	MSE	RMSEP	RSEP (%)	MAE (%)	Model	𝑛	MSE	RMSEP	RSEP (%)	MAE (%)
1^MLR	42	0.072	0.268	15.405	21.436	7 ^ANN	42	0.065	0.255	14.677	21.168
2 ^MLR	42	0.147	0.384	14.605	29.965	8^ANN	42	0.258	0.508	19.351	38.576
3 ^MLR	42	0.011	0.106	7.074	8.506	9^ANN	42	0.021	0.146	9.701	11.573
4^MLR	42	0.010	0.100	15.649	6.965	10 ^ANN	42	0.007	0.086	13.565	5.735
5 ^MLR	42	0.014	0.119	5.445	8.487	11^ANN	42	0.024	0.156	7.119	11.207
6 ^MLR	42	0.010	0.100	5.270	8.039	12^ANN	42	0.020	0.141	7.411	11.066