ehist.txt

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

				Consequents optimization. SSE=16.0157
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.0157.
Premise optimization: 1/3 epochs, mu = 1, SSE= 15.8827.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 15.8827.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 15.8827.
				Consequents optimization. SSE=15.8125
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.8125.
Premise optimization: 1/3 epochs, mu = 1, SSE= 15.7002.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 15.7002.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 15.7002.
				Consequents optimization. SSE=15.6368
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.6368.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 15.5886.
				Consequents optimization. SSE=15.4562
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.4562.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 15.38.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 15.38.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 15.38.
				Consequents optimization. SSE=15.3144
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.3144.
Premise optimization: 1/3 epochs, mu = 1, SSE= 15.2169.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 15.2169.
				Consequents optimization. SSE=15.1625
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.1625.
Premise optimization: 1/3 epochs, mu = 1, SSE= 15.0944.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 15.0944.
Premise optimization: 3/3 epochs, mu = 100000, SSE= 15.0944.
				Consequents optimization. SSE=15.0482
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.0482.
Premise optimization: 1/3 epochs, mu = 1, SSE= 14.9875.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 14.9875.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.9875.
				Consequents optimization. SSE=14.9461
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.9461.
Premise optimization: 1/3 epochs, mu = 1, SSE= 14.8914.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 14.8914.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.8914.
				Consequents optimization. SSE=14.8545
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.8545.
Premise optimization: 1/3 epochs, mu = 1, SSE= 14.8048.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 14.8048.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.8048.
				Consequents optimization. SSE=14.7716
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.7716.
Premise optimization: 1/3 epochs, mu = 1, SSE= 14.731.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 14.731.
Premise optimization: 3/3 epochs, mu = 100000, SSE= 14.731.
				Consequents optimization. SSE=14.7015
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.7015.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 14.6825.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 14.6825.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.6825.
				Consequents optimization. SSE=14.6189
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.6189.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 14.5541.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 14.5539.
				Consequents optimization. SSE=14.4908
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.4908.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 14.4697.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 14.4694.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.4694.
				Consequents optimization. SSE=14.3953
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.3953.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 14.3327.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 14.3321.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.3321.
				Consequents optimization. SSE=14.2772
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.2772.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 14.2498.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 14.2488.
				Consequents optimization. SSE=14.0808
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.0808.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 14.0744.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 14.0744.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.0744.
				Consequents optimization. SSE=14.0372
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.0372.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 13.9907.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 13.9899.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 13.9895.
TRUE RMSE: 2.14984


Complexity: 3 on 9 	 X-validation: 9 on 10
				Consequents optimization. SSE=224.499
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 224.499.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 176.527.
				Consequents optimization. SSE=130.96
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 130.96.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 109.791.
				Consequents optimization. SSE=106.011
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 106.011.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 95.0242.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 92.1088.
				Consequents optimization. SSE=67.8119
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 67.8119.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 62.4581.
				Consequents optimization. SSE=49.7936
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 49.7936.
Premise optimization: 1/3 epochs, mu = 1, SSE= 48.7575.
Premise optimization: 2/3 epochs, mu = 1, SSE= 48.6581.
				Consequents optimization. SSE=47.0542
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 47.0542.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 41.9716.
Premise optimization: 2/3 epochs, mu = 10, SSE= 41.8672.
				Consequents optimization. SSE=40.9419
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 40.9419.
Premise optimization: 1/3 epochs, mu = 10, SSE= 40.7844.
Premise optimization: 2/3 epochs, mu = 100, SSE= 40.7694.
Premise optimization: 3/3 epochs, mu = 100, SSE= 40.757.
				Consequents optimization. SSE=40.7333
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 40.7333.
Premise optimization: 1/3 epochs, mu = 100, SSE= 40.7175.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 40.7159.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 40.7143.
				Consequents optimization. SSE=40.7138
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 40.7138.
Premise optimization: 1/3 epochs, mu = 1000, SSE= 40.7121.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 40.7105.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 40.7089.
				Consequents optimization. SSE=40.7088
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 40.7088.
Premise optimization: 1/3 epochs, mu = 1000, SSE= 40.7072.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 40.7055.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 40.7039.
TRUE RMSE: 1.09096


Complexity: 3 on 9 	 X-validation: 10 on 10
				Consequents optimization. SSE=218.722
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 218.722.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 200.678.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 191.336.
Premise optimization: 3/3 epochs, mu = 0.01, SSE= 155.888.
				Consequents optimization. SSE=95.1132
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 95.1132.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 60.9269.
Premise optimization: 2/3 epochs, mu = 100, SSE= 60.8868.
				Consequents optimization. SSE=51.3395
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 51.3395.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 50.6924.
Premise optimization: 2/3 epochs, mu = 10, SSE= 50.3716.
Premise optimization: 3/3 epochs, mu = 100, SSE= 50.3581.
				Consequents optimization. SSE=37.8294
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 37.8294.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 31.3201.
Premise optimization: 2/3 epochs, mu = 1, SSE= 29.6545.
				Consequents optimization. SSE=22.3755
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 22.3755.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 21.5946.
				Consequents optimization. SSE=19.3597
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 19.3597.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 17.8799.
				Consequents optimization. SSE=17.5176
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 17.5176.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 17.2697.
				Consequents optimization. SSE=17.1264
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 17.1264.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 16.9639.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 16.9639.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 16.9639.
				Consequents optimization. SSE=16.8491
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.8491.
				Consequents optimization. SSE=16.8491
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.8491.
				Consequents optimization. SSE=16.8491
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.8491.
TRUE RMSE: 0.717971


Complexity: 4 on 9 	 X-validation: 1 on 10
				Consequents optimization. SSE=91.6828
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 91.6828.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 80.7344.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 79.1763.
Premise optimization: 3/3 epochs, mu = 0.1, SSE= 76.731.
				Consequents optimization. SSE=27.7247
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 27.7247.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 27.2332.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 27.2332.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 27.2332.
				Consequents optimization. SSE=24.5491
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 24.5491.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 22.4477.
Premise optimization: 2/3 epochs, mu = 1, SSE= 21.9379.
Premise optimization: 3/3 epochs, mu = 10, SSE= 21.9177.
				Consequents optimization. SSE=20.8525
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 20.8525.
Premise optimization: 1/3 epochs, mu = 1, SSE= 20.3025.
Premise optimization: 2/3 epochs, mu = 1, SSE= 20.0274.
				Consequents optimization. SSE=19.5342
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 19.5342.
Premise optimization: 1/3 epochs, mu = 1, SSE= 19.0598.
Premise optimization: 2/3 epochs, mu = 1, SSE= 18.8603.
				Consequents optimization. SSE=18.389
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 18.389.
Premise optimization: 1/3 epochs, mu = 1, SSE= 18.01.
Premise optimization: 2/3 epochs, mu = 1, SSE= 17.8429.
				Consequents optimization. SSE=17.454
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 17.454.
				Consequents optimization. SSE=17.454
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 17.454.
				Consequents optimization. SSE=17.454
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 17.454.
TRUE RMSE: 2.33688


Complexity: 4 on 9 	 X-validation: 2 on 10
				Consequents optimization. SSE=59.1247
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 59.1247.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 47.7509.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 47.3589.
Premise optimization: 3/3 epochs, mu = 0.1, SSE= 45.9749.
				Consequents optimization. SSE=15.9446
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.9446.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 13.2805.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 12.7325.
				Consequents optimization. SSE=9.64046
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.64046.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 9.05568.
				Consequents optimization. SSE=8.44636
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 8.44636.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 8.01675.
				Consequents optimization. SSE=7.56141
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.56141.
				Consequents optimization. SSE=7.56141
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.56141.
				Consequents optimization. SSE=7.56141
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.56141.
TRUE RMSE: 0.385339


Complexity: 4 on 9 	 X-validation: 3 on 10
				Consequents optimization. SSE=75.8792
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 75.8792.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 38.3308.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 38.2341.
Premise optimization: 3/3 epochs, mu = 0.01, SSE= 30.8154.
				Consequents optimization. SSE=11.358
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.358.
				Consequents optimization. SSE=11.358
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.358.
				Consequents optimization. SSE=11.358
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.358.
TRUE RMSE: 0.280956


Complexity: 4 on 9 	 X-validation: 4 on 10
				Consequents optimization. SSE=80.1152
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 80.1152.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 45.2124.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 42.682.
Premise optimization: 3/3 epochs, mu = 100, SSE= 42.594.
				Consequents optimization. SSE=12.4196