TABLE 3.

Selection of phenomic yield prediction accuracy for random masked data for two locations within a year. Prediction results are from raw plot yield data and for BLUEs using the Lasso and Elastic net regression methods. For full summary of phenomic yield prediction accuracy see Supplementary Table S2.

		2016				2017
Training fractions		LASSO	Elastic Net	LASSO	Elastic Net	LASSO	Elastic Net	LASSO	Elastic Net
Location 1	Location 2	RAW	RAW	BLUE	BLUEs	RAW	RAW	BLUE	BLUEs
1	1	0.53	0.46	0.49	0.45	0.78	0.74	0.68	0.65
1	0.5	0.38	0.31	0.36	0.33	0.72	0.70	0.66	0.64
1	0.1	0.32	0.29	0.33	0.31	0.67	0.65	0.60	0.60
1	0	0.22	0.27	0.22	0.30	0.50	0.59	0.47	0.57
0.5	1	0.62	0.58	0.56	0.54	0.77	0.75	0.62	0.61
0.5	0.5	0.52	0.45	0.47	0.44	0.76	0.73	0.66	0.64
0.5	0.1	0.45	0.40	0.42	0.40	0.73	0.70	0.63	0.62
0.5	0	0.30	0.38	0.28	0.36	0.16	0.65	0.50	0.59
0.1	1	0.54	0.54	0.51	0.51	0.73	0.71	0.57	0.57
0.1	0.5	0.51	0.47	0.47	0.45	0.75	0.72	0.62	0.61
0.1	0.1	0.48	0.44	0.42	0.40	0.74	0.72	0.61	0.62
0.1	0	0.18	0.41	0.11	0.24	0.02	0.58	0.23	0.51
0	1	0.23	0.52	0.30	0.49	0.05	0.68	0.49	0.54
0	0.5	0.25	0.45	0.29	0.43	0.03	0.69	0.48	0.58
0	0.1	0.15	0.40	0.14	0.34	0.02	0.66	0.18	0.54