Table 4: Statistical analysis of various criteria for fixing number of hidden neurons in Elman network.

Considered criteria for fixing number of hidden neuronsno. of hidden neuronsMSEMREMAE

60.13290.01580.1279
460.04730.01060.0858
120.07830.01220.099
310.03990.01170.0944
520.06610.01060.0862
430.05260.01130.0917
760.00930.00840.0684
260.0830.01350.1097
770.03510.0080.065
140.03610.01160.094
270.03880.0860.0701
620.02820.00550.0444
330.04460.00960.0778
530.04470.00970.0782
10.18120.02390.1937
750.0170.00570.0462
250.02990.01050.0853
100.15490.01530.1238
340.04140.01050.0854
810.02850.00650.0526
1010.06970.00690.0561
450.05410.010.0813
280.0380.01120.0904
320.0280.01050.0848
240.02680.0090.0727
540.01550.00860.0695
440.05990.01120.0907
630.03240.00940.0758
740.02080.01090.0881
130.16880.01670.1349
640.03590.01330.1079
1000.01940.00580.0472
550.06180.01660.1342
20.2170.0280.2272
290.04570.0080.0651
110.05470.01180.0959
650.02320.00980.0798
660.01550.0060.0487
780.01710.00860.0697
350.10050.01380.116
150.08380.01090.088
820.02930.00610.0497
960.02950.01060.0859
790.0720.0090.0731
160.05880.01150.0934
300.08310.01150.0935
670.0370.00790.0636
470.05270.00970.0784
560.01570.00930.0755
360.01880.01170.0948
860.02360.01320.1066
30.14260.02180.1763
870.01180.00640.0519
970.03190.010.0813
50.13390.02080.1685
570.0210.00780.0629
680.02490.00810.0654
170.0390.01140.0925
800.05580.00980.0797
580.02830.00790.064
690.11520.01270.1028
180.04370.00940.0759
980.02830.00790.064
420.01360.00990.0806
610.02490.01010.082
710.01620.00770.0623
230.11420.01560.1264
80.08940.01420.1149
890.02020.010.0808
400.01630.01020.083
500.01840.00920.0744
900.01880.00490.0395
410.03290.01180.0957
910.04050.00710.0573
940.02580.01270.1028
220.0490.00880.0713
40.07230.01180.0954
510.02780.0090.0728
600.0350.01060.0861
370.01980.00780.0633
880.03360.0080.0648
210.10080.01340.1089
 + 3/  8390.0180.00490.04
490.06360.00950.077
920.03320.0110.089
90.10910.01230.1
840.01690.0090.0727
950.01030.00640.0517
850.02930.01040.0842
720.02090.00910.0739
380.07350.01010.0815
190.07710.01250.101
590.04220.01010.0815
700.03660.00830.067
70.07270.01610.1301
480.01830.01180.0958
830.04070.00920.0747
730.04930.00890.0721
200.1420.01570.1271
930.01330.00930.0753
990.03770.0120.0971