Table 4 Optimal hyperparameter values... | Emerald Publishing

Table 4

Optimal hyperparameter values for TA-NLARNN models for all crop datasets

Crop dataset	HNC	FD	RMSE	R	HNC	FD	RMSE	R
Crop dataset	TA-NLARNN-LM				TA-NLARNN-BR
Paddy	11	4	22.9	0.86	19	2	4.16	0.99
Wheat	19	4	24.14	0.87	15	1	2.51	1
Maize	7	4	8	0.84	18	3	0.79	0.96
Groundnut	18	2	1.47	0.53	20	3	0.88	0.59
Cotton	13	4	11.72	0.89	17	1	1.11	0.96
Sugarcane	13	3	73.15	0.89	18	1	16.79	0.95

Crop dataset	HNC	FD	RMSE	R	HNC	FD	RMSE	R
Crop dataset	TA-NLARNN-LM				TA-NLARNN-BR
Paddy	11	4	22.9	0.86	19	2	4.16	0.99
Wheat	19	4	24.14	0.87	15	1	2.51	1
Maize	7	4	8	0.84	18	3	0.79	0.96
Groundnut	18	2	1.47	0.53	20	3	0.88	0.59
Cotton	13	4	11.72	0.89	17	1	1.11	0.96
Sugarcane	13	3	73.15	0.89	18	1	16.79	0.95

	TA-NLARNN-SCG				TA-NLARNN-CFG
Paddy	20	2	4.66	0.99	11	2	5.91	0.97
Wheat	20	3	2.63	1	5	1	3.56	1
Maize	17	1	0.92	0.99	19	3	1.68	0.98
Groundnut	20	2	0.95	0.8	19	3	1.26	0.6
Cotton	20	1	1.21	0.99	17	1	1.99	0.94
Sugarcane	20	4	16.83	0.98	9	1	23.79	0.96

Source(s): Prepared by the authors