Table 7: Experimental and predicted values of predicting set.
(a)

NO. MLRANN MLRANN MLRANN

1a1.4641.6491.3762.5522.4572.4881.1991.1951.241
2a1.6742.0902.1043.2213.2993.2851.5641.5721.518
3a2.1552.2302.3782.7622.9732.6631.5411.6081.615
4a1.0571.0261.1692.0741.9832.2331.0451.2091.233
5a1.6001.7561.6313.4183.4873.4201.8301.8011.885
6a1.0180.9010.8412.3562.0992.0141.0150.9640.871
7a1.3301.3631.1062.9182.9702.9731.3001.3951.191
8a1.6311.6931.4223.3523.4073.6551.6701.6991.615
9a0.9440.9130.4611.5451.6632.0330.7940.6450.967
10a1.6711.6441.5042.2302.6312.2741.0711.1891.046
11a1.9621.8321.7672.4832.8812.5431.0951.3281.090
12a2.1242.0112.0933.3803.3733.3961.3851.5011.425
13a0.8540.7941.0502.0171.9091.8280.9801.0490.958
14a1.6101.5191.5422.8532.8802.7941.6781.6401.593
15a1.7911.7731.7753.6173.4763.5841.8411.8811.971
16a0.9060.9941.1832.1632.0751.8300.9511.0841.043
17a1.7111.7181.7752.6863.0442.9751.5591.6461.624
18a1.7681.8271.7882.7102.9342.9761.6471.6941.691
19 b1.4521.0471.2231.8011.9781.9471.0651.1731.062
20 b1.6571.1321.4432.3142.3462.2651.2171.2731.193
21 b1.6141.2411.4762.2612.7482.7491.3691.3861.315
22 b1.7781.4021.5302.2552.4472.7321.3221.4441.375
23 b1.9011.4861.7082.5162.8162.8421.6451.5441.345
24 b2.0001.5711.8372.7573.1853.4131.6301.6441.552
25 b1.8871.5911.6802.3042.6992.7511.3421.5871.596
26 b2.0091.6751.9112.9383.0683.1521.7651.6871.490
27 b2.1651.7351.9883.1403.4043.8101.7861.7731.625
28 b2.0561.7101.7742.3772.8562.7541.4771.6751.661
29 b2.0621.7701.9912.9443.1923.2731.6871.7611.582
30 b2.2061.8302.0713.6033.5283.9161.6321.8481.654
31 b1.5341.0921.0801.9332.0532.1491.1711.1621.062
32 b1.6531.1771.1442.1422.4222.2051.3391.2621.194
33 b1.6221.2861.0682.1952.8242.8221.4351.3761.233
34 b1.8121.4571.3442.3272.5422.7531.5741.4641.381
35 b1.8021.5411.5212.3472.9113.0961.7701.5641.415
36 b1.7211.6261.4712.8333.2803.5511.7871.6641.483
37 b1.8521.6511.4942.2472.8033.0851.6851.6211.657
38 b1.7961.7361.6982.1653.1723.5041.6901.7211.586
39 b1.8201.7961.7332.8653.5083.7711.8771.8081.662
40 b1.9161.7731.6042.1292.9673.1571.7671.7181.796
41 b2.1331.8331.7792.5293.3033.6271.8551.8051.691
42 b1.8841.8931.8853.1163.6393.9481.8841.8911.778

(b)

NO. MLRANN MLRANN MLRANN

1a 0.4260.4380.4412.1442.1042.1751.1461.2271.193
2a0.5520.5340.5312.4572.4652.4621.6891.6411.680
3a0.5960.6120.6062.3552.5492.2011.8421.9131.698
4a0.4500.5050.4791.9041.7281.8841.4751.3571.378
5a0.6960.6510.6722.2292.3472.2602.0092.1322.082
6a0.4370.4350.4031.6531.7421.5051.4051.4491.505
7a0.4970.5530.5182.1002.1122.1271.9391.9391.884
8a0.6240.6610.6312.3392.3602.3002.3662.3592.326
9a0.3420.3120.3151.5851.5201.6200.8180.7691.006
10a0.4440.4730.4912.0812.1002.0991.5531.4951.606
11a0.4550.5140.4852.1332.2502.3131.7251.6811.808
12a0.5030.5360.4882.4192.4042.4551.8921.8051.879
13a0.4400.4560.4351.6491.6661.5741.2081.1751.346
14a0.6780.6500.6612.2862.2332.3392.0102.0652.313
15a0.6940.6970.7082.4352.4452.3792.3002.3052.361
16a0.3710.4020.3891.6651.7061.5141.3201.5011.505
17a0.6310.6180.6212.0692.2792.2582.2582.3382.381
18a0.6680.6730.6512.2952.3522.3362.5002.5292.624
19b0.4030.5360.5281.7741.8581.8251.3181.3621.239
20b0.4800.5370.5281.6601.9381.9041.4091.3901.489
21b0.5010.5430.5121.6012.0392.2201.3581.4401.709
22b0.5440.6280.6502.0542.1382.0461.6321.7301.677
23b0.5140.6290.6332.3332.2182.3461.7761.7591.957
24b0.5370.6310.6112.2232.2982.4631.7531.7872.133
25b0.5930.6770.6922.2502.2882.1631.7881.9251.804
26b0.7340.6780.6732.4052.3682.5162.0081.9542.063
27b0.6020.6740.6592.3092.4282.5442.0501.9612.160
28b0.6300.7070.7162.4182.3822.2422.0602.0461.890
29b0.7240.7030.6932.4932.4422.5852.1632.0542.116
30b0.6820.7000.6862.4172.5012.5882.2302.0612.167
31b0.6860.4990.5461.9441.8461.6811.6271.4781.430
32b0.8520.5000.5251.9331.9261.8621.7311.5071.544
33b0.7420.5060.4822.0372.0272.1951.7251.5561.746
34b0.4890.5990.6752.2742.1312.0761.9661.9401.945
35b0.5290.6000.6412.3132.2112.3572.0771.9692.028
36b0.4990.6010.6192.3632.2912.4262.0121.9982.097
37b0.5950.6510.7292.4492.2832.2632.2712.1822.172
38b0.5860.6520.7052.4932.3632.4902.0032.2112.219
39b0.5790.6480.6892.4372.4232.5272.2682.2182.244
40b0.7610.6830.7782.2652.3792.3632.4742.3312.325
41b0.7320.6800.7512.4462.4382.5392.3562.3392.375
42b0.7910.6760.7322.5002.4982.6032.5442.3472.383

aInternal validation set.
bExternal prediction set.