ehist.txt

The neuro-fuzzy software for identification and data analysis has been implemented in the MATLAB lan

Premise optimization: 0/3 epochs, mu = 0.001, SSE= 12.4196.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 9.44293.
Premise optimization: 2/3 epochs, mu = 1, SSE= 9.41433.
				Consequents optimization. SSE=8.58068
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 8.58068.
				Consequents optimization. SSE=8.58068
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 8.58068.
				Consequents optimization. SSE=8.58068
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 8.58068.
TRUE RMSE: 0.330423


Complexity: 4 on 9 	 X-validation: 5 on 10
				Consequents optimization. SSE=107.417
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 107.417.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 87.6023.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 74.1713.
				Consequents optimization. SSE=29.3695
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 29.3695.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 16.2155.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 14.1333.
				Consequents optimization. SSE=9.8728
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.8728.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 8.83374.
Premise optimization: 2/3 epochs, mu = 0.0001, SSE= 8.63652.
Premise optimization: 3/3 epochs, mu = 10, SSE= 8.60899.
				Consequents optimization. SSE=7.6492
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.6492.
				Consequents optimization. SSE=7.6492
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.6492.
				Consequents optimization. SSE=7.6492
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.6492.
TRUE RMSE: 0.392605


Complexity: 4 on 9 	 X-validation: 6 on 10
				Consequents optimization. SSE=110.865
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 110.865.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 94.7611.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 88.4473.
Premise optimization: 3/3 epochs, mu = 10, SSE= 86.3095.
				Consequents optimization. SSE=44.549
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 44.549.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 36.8798.
				Consequents optimization. SSE=29.8784
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 29.8784.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 23.2433.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 18.4275.
Premise optimization: 3/3 epochs, mu = 0.001, SSE= 17.3589.
				Consequents optimization. SSE=11.6649
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.6649.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 9.88416.
Premise optimization: 2/3 epochs, mu = 1, SSE= 9.77448.
				Consequents optimization. SSE=8.18467
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 8.18467.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 7.37154.
Premise optimization: 2/3 epochs, mu = 100, SSE= 7.37092.
				Consequents optimization. SSE=6.86663
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.86663.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 6.38368.
				Consequents optimization. SSE=6.0736
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.0736.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 5.83747.
				Consequents optimization. SSE=5.69664
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.69664.
				Consequents optimization. SSE=5.69664
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.69664.
				Consequents optimization. SSE=5.69664
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.69664.
TRUE RMSE: 0.399933


Complexity: 4 on 9 	 X-validation: 7 on 10
				Consequents optimization. SSE=93.1387
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 93.1387.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 43.7169.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 36.0792.
				Consequents optimization. SSE=16.6914
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.6914.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 12.1859.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 12.1858.
				Consequents optimization. SSE=10.0102
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 10.0102.
				Consequents optimization. SSE=10.0102
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 10.0102.
				Consequents optimization. SSE=10.0102
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 10.0102.
TRUE RMSE: 0.331671


Complexity: 4 on 9 	 X-validation: 8 on 10
				Consequents optimization. SSE=152.717
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 152.717.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 140.581.
Premise optimization: 2/3 epochs, mu = 1, SSE= 131.844.
				Consequents optimization. SSE=111.116
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 111.116.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 95.1711.
Premise optimization: 2/3 epochs, mu = 100000, SSE= 95.1711.
Premise optimization: 3/3 epochs, mu = 100000, SSE= 95.1711.
				Consequents optimization. SSE=88.9046
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 88.9046.
Premise optimization: 1/3 epochs, mu = 10, SSE= 86.7409.
				Consequents optimization. SSE=85.4295
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 85.4295.
Premise optimization: 1/3 epochs, mu = 10, SSE= 83.851.
				Consequents optimization. SSE=82.9203
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 82.9203.
Premise optimization: 1/3 epochs, mu = 10, SSE= 81.6058.
				Consequents optimization. SSE=80.8954
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 80.8954.
Premise optimization: 1/3 epochs, mu = 1, SSE= 77.4659.
				Consequents optimization. SSE=76.1754
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 76.1754.
Premise optimization: 1/3 epochs, mu = 1, SSE= 74.2021.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 74.1906.
				Consequents optimization. SSE=72.9809
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 72.9809.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 71.5065.
Premise optimization: 2/3 epochs, mu = 1, SSE= 71.1978.
				Consequents optimization. SSE=56.6738
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 56.6738.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 55.6781.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 54.5478.
				Consequents optimization. SSE=33.5975
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 33.5975.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 30.5299.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 23.5341.
Premise optimization: 3/3 epochs, mu = 0.01, SSE= 17.2452.
				Consequents optimization. SSE=12.6117
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 12.6117.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 10.712.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 9.88892.
Premise optimization: 3/3 epochs, mu = 0.001, SSE= 8.94186.
				Consequents optimization. SSE=6.75248
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.75248.
				Consequents optimization. SSE=6.75248
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.75248.
				Consequents optimization. SSE=6.75248
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.75248.
TRUE RMSE: 0.42708


Complexity: 4 on 9 	 X-validation: 9 on 10
				Consequents optimization. SSE=103.05
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 103.05.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 69.8946.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 68.7012.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 68.699.
				Consequents optimization. SSE=31.5952
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 31.5952.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 31.5116.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 31.3304.
				Consequents optimization. SSE=21.0842
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 21.0842.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 16.1455.
				Consequents optimization. SSE=15.6272
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.6272.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 14.9841.
				Consequents optimization. SSE=14.6449
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.6449.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 14.2872.
				Consequents optimization. SSE=14.0292
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.0292.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 13.7896.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 13.7895.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 13.7895.
				Consequents optimization. SSE=13.6073
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 13.6073.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 13.3406.
Premise optimization: 2/3 epochs, mu = 10, SSE= 13.3341.
				Consequents optimization. SSE=13.0798
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 13.0798.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 12.9333.
				Consequents optimization. SSE=12.7644
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 12.7644.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 12.5771.
Premise optimization: 2/3 epochs, mu = 100, SSE= 12.577.
				Consequents optimization. SSE=12.4325
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 12.4325.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 12.2469.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 12.2469.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 12.2469.
				Consequents optimization. SSE=12.1218
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 12.1218.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 11.9943.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 11.9943.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 11.9943.
				Consequents optimization. SSE=11.8851
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.8851.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 11.7644.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 11.7643.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 11.7643.
				Consequents optimization. SSE=11.6646
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.6646.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 11.5541.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 11.554.
				Consequents optimization. SSE=11.4561
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.4561.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 11.3543.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 11.3542.
				Consequents optimization. SSE=11.2623
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.2623.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 11.1658.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 11.1658.
				Consequents optimization. SSE=11.0787
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.0787.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 10.9867.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 10.9867.
				Consequents optimization. SSE=10.904
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 10.904.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 10.8135.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 10.8134.
				Consequents optimization. SSE=10.7343
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 10.7343.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 10.6727.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 10.4735.
Premise optimization: 3/3 epochs, mu = 0.1, SSE= 10.4552.
				Consequents optimization. SSE=9.79578
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.79578.
				Consequents optimization. SSE=9.79578
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.79578.
				Consequents optimization. SSE=9.79578
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.79578.
TRUE RMSE: 0.656408


Complexity: 4 on 9 	 X-validation: 10 on 10
				Consequents optimization. SSE=119.581
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 119.581.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 73.6906.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 57.9048.
Premise optimization: 3/3 epochs, mu = 0.1, SSE= 51.9222.
				Consequents optimization. SSE=34.2855
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 34.2855.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 26.1347.
Premise optimization: 2/3 epochs, mu = 100, SSE= 26.1105.
Premise optimization: 3/3 epochs, mu = 100, SSE= 26.11.
				Consequents optimization. SSE=21.5375
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 21.5375.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 18.9993.
				Consequents optimization. SSE=15.4636
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.4636.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 13.3747.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 12.4211.
				Consequents optimization. SSE=8.82344
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 8.82344.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 8.09668.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 8.09667.
				Consequents optimization. SSE=7.42013
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.42013.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 7.04651.
				Consequents optimization. SSE=6.81524
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.81524.