ehist.txt

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

Complexity: 3 on 9 	 X-validation: 1 on 10
				Consequents optimization. SSE=185.372
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 185.372.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 144.964.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 130.488.
				Consequents optimization. SSE=98.8001
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 98.8001.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 74.3692.
				Consequents optimization. SSE=53.0265
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 53.0265.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 48.6793.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 46.5443.
				Consequents optimization. SSE=30.202
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 30.202.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 25.8589.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 24.9581.
				Consequents optimization. SSE=20.6365
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 20.6365.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 18.2172.
				Consequents optimization. SSE=16.9786
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.9786.
				Consequents optimization. SSE=16.9786
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.9786.
				Consequents optimization. SSE=16.9786
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.9786.
TRUE RMSE: 1.25102


Complexity: 3 on 9 	 X-validation: 2 on 10
				Consequents optimization. SSE=237.797
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 237.797.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 229.108.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 227.598.
Premise optimization: 3/3 epochs, mu = 0.001, SSE= 215.592.
				Consequents optimization. SSE=168.79
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 168.79.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 109.927.
Premise optimization: 2/3 epochs, mu = 1, SSE= 103.731.
Premise optimization: 3/3 epochs, mu = 10, SSE= 103.702.
				Consequents optimization. SSE=74.6258
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 74.6258.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 52.3816.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 47.0105.
				Consequents optimization. SSE=28.4497
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 28.4497.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 22.6365.
Premise optimization: 2/3 epochs, mu = 1, SSE= 22.4355.
				Consequents optimization. SSE=17.801
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 17.801.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 15.4913.
				Consequents optimization. SSE=13.7586
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 13.7586.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 13.117.
Premise optimization: 2/3 epochs, mu = 100, SSE= 13.1141.
Premise optimization: 3/3 epochs, mu = 100, SSE= 13.1126.
				Consequents optimization. SSE=12.5579
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 12.5579.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 12.4575.
Premise optimization: 2/3 epochs, mu = 100, SSE= 12.4554.
Premise optimization: 3/3 epochs, mu = 100, SSE= 12.4544.
				Consequents optimization. SSE=12.1889
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 12.1889.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 12.1169.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 11.9995.
				Consequents optimization. SSE=11.6264
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.6264.
				Consequents optimization. SSE=11.6264
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.6264.
				Consequents optimization. SSE=11.6264
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 11.6264.
TRUE RMSE: 0.314133


Complexity: 3 on 9 	 X-validation: 3 on 10
				Consequents optimization. SSE=260.274
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 260.274.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 205.324.
Premise optimization: 2/3 epochs, mu = 100, SSE= 205.006.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 204.985.
				Consequents optimization. SSE=165.777
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 165.777.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 147.27.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 145.414.
				Consequents optimization. SSE=38.4474
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 38.4474.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 31.1107.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 29.5229.
				Consequents optimization. SSE=27.6717
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 27.6717.
				Consequents optimization. SSE=27.6717
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 27.6717.
				Consequents optimization. SSE=27.6717
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 27.6717.
TRUE RMSE: 0.818751


Complexity: 3 on 9 	 X-validation: 4 on 10
				Consequents optimization. SSE=239.685
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 239.685.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 201.115.
Premise optimization: 2/3 epochs, mu = 1, SSE= 200.027.
				Consequents optimization. SSE=140.391
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 140.391.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 120.335.
				Consequents optimization. SSE=112.311
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 112.311.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 111.699.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 104.125.
Premise optimization: 3/3 epochs, mu = 0.01, SSE= 93.6673.
				Consequents optimization. SSE=84.2812
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 84.2812.
Premise optimization: 1/3 epochs, mu = 10, SSE= 81.1201.
Premise optimization: 2/3 epochs, mu = 10, SSE= 80.4853.
				Consequents optimization. SSE=78.1334
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 78.1334.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 75.8508.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 73.0624.
Premise optimization: 3/3 epochs, mu = 0.001, SSE= 71.8764.
				Consequents optimization. SSE=70.033
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 70.033.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 67.9351.
				Consequents optimization. SSE=67.3264
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 67.3264.
Premise optimization: 1/3 epochs, mu = 100, SSE= 67.1709.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 67.156.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 67.1435.
				Consequents optimization. SSE=67.1074
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 67.1074.
Premise optimization: 1/3 epochs, mu = 10000, SSE= 67.1053.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 67.1033.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 67.1012.
				Consequents optimization. SSE=67.1012
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 67.1012.
Premise optimization: 1/3 epochs, mu = 10000, SSE= 67.0991.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 67.0971.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 67.095.
TRUE RMSE: 1.14763


Complexity: 3 on 9 	 X-validation: 5 on 10
				Consequents optimization. SSE=250.968
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 250.968.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 237.313.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 229.846.
Premise optimization: 3/3 epochs, mu = 10, SSE= 225.179.
				Consequents optimization. SSE=145.516
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 145.516.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 128.354.
Premise optimization: 2/3 epochs, mu = 10, SSE= 120.874.
				Consequents optimization. SSE=96.8879
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 96.8879.
Premise optimization: 1/3 epochs, mu = 1, SSE= 87.8758.
Premise optimization: 2/3 epochs, mu = 100, SSE= 87.8758.
				Consequents optimization. SSE=84.6036
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 84.6036.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 71.2464.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 70.8902.
				Consequents optimization. SSE=57.0751
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 57.0751.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 52.4531.
Premise optimization: 2/3 epochs, mu = 100, SSE= 52.3255.
Premise optimization: 3/3 epochs, mu = 100, SSE= 52.3044.
				Consequents optimization. SSE=46.3882
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 46.3882.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 44.9578.
Premise optimization: 2/3 epochs, mu = 100, SSE= 44.9494.
				Consequents optimization. SSE=40.6879
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 40.6879.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 37.5807.
Premise optimization: 2/3 epochs, mu = 10, SSE= 37.5457.
				Consequents optimization. SSE=35.6348
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 35.6348.
Premise optimization: 1/3 epochs, mu = 1, SSE= 34.4715.
Premise optimization: 2/3 epochs, mu = 1, SSE= 34.1978.
				Consequents optimization. SSE=32.723
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 32.723.
Premise optimization: 1/3 epochs, mu = 1, SSE= 31.9242.
Premise optimization: 2/3 epochs, mu = 100, SSE= 31.9148.
Premise optimization: 3/3 epochs, mu = 100, SSE= 31.9073.
				Consequents optimization. SSE=31.6023
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 31.6023.
Premise optimization: 1/3 epochs, mu = 100, SSE= 31.5742.
Premise optimization: 2/3 epochs, mu = 100, SSE= 31.5477.
Premise optimization: 3/3 epochs, mu = 100, SSE= 31.5227.
				Consequents optimization. SSE=31.5169
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 31.5169.
Premise optimization: 1/3 epochs, mu = 100, SSE= 31.4899.
Premise optimization: 2/3 epochs, mu = 100, SSE= 31.4643.
Premise optimization: 3/3 epochs, mu = 100, SSE= 31.4401.
				Consequents optimization. SSE=31.4349
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 31.4349.
Premise optimization: 1/3 epochs, mu = 100, SSE= 31.4088.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 31.4061.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 31.4059.
TRUE RMSE: 1.05676


Complexity: 3 on 9 	 X-validation: 6 on 10
				Consequents optimization. SSE=233
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 233.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 209.032.
				Consequents optimization. SSE=121.292
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 121.292.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 84.8892.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 84.1377.
Premise optimization: 3/3 epochs, mu = 0.001, SSE= 77.742.
				Consequents optimization. SSE=39.5896
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 39.5896.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 31.7904.
				Consequents optimization. SSE=29.0818
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 29.0818.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 25.2236.
				Consequents optimization. SSE=23.2169
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 23.2169.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 21.6055.
				Consequents optimization. SSE=20.7731
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 20.7731.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 19.3313.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 19.2921.
				Consequents optimization. SSE=18.042
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 18.042.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 17.5563.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 17.3425.
				Consequents optimization. SSE=16.4356
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.4356.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 16.1918.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 16.1417.
				Consequents optimization. SSE=15.633
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.633.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 15.5457.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 15.5328.
				Consequents optimization. SSE=15.1406
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.1406.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 15.0337.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 15.0337.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 15.0337.
				Consequents optimization. SSE=14.9507
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.9507.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 14.9234.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 14.9234.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 14.9234.
				Consequents optimization. SSE=14.8428
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.8428.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 14.762.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 14.7618.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 14.7617.
				Consequents optimization. SSE=14.6944
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.6944.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 14.6855.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 14.6854.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 14.6854.
				Consequents optimization. SSE=14.6045
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.6045.