ehist.txt

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

Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 6.57067.
				Consequents optimization. SSE=6.39556
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.39556.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 6.21546.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 6.21546.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 6.21546.
				Consequents optimization. SSE=6.07705
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.07705.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 5.96465.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 5.96463.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 5.96462.
				Consequents optimization. SSE=5.86274
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.86274.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 5.7465.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 5.74646.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 5.74644.
				Consequents optimization. SSE=5.64808
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.64808.
				Consequents optimization. SSE=5.64808
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.64808.
				Consequents optimization. SSE=5.64808
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.64808.
TRUE RMSE: 0.234849


Complexity: 5 on 9 	 X-validation: 1 on 10
				Consequents optimization. SSE=57.9261
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 57.9261.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 56.8729.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 42.6776.
Premise optimization: 3/3 epochs, mu = 0.0001, SSE= 41.4311.
				Consequents optimization. SSE=14.9572
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 14.9572.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 11.0029.
Premise optimization: 2/3 epochs, mu = 1, SSE= 10.8847.
				Consequents optimization. SSE=9.38322
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.38322.
				Consequents optimization. SSE=9.38322
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.38322.
				Consequents optimization. SSE=9.38322
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.38322.
TRUE RMSE: 1.00713


Complexity: 5 on 9 	 X-validation: 2 on 10
				Consequents optimization. SSE=52.4945
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 52.4945.
Premise optimization: 1/3 epochs, mu = 10, SSE= 49.3943.
				Consequents optimization. SSE=48.2044
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 48.2044.
Premise optimization: 1/3 epochs, mu = 1, SSE= 44.36.
Premise optimization: 2/3 epochs, mu = 1, SSE= 42.5979.
Premise optimization: 3/3 epochs, mu = 1, SSE= 42.2839.
				Consequents optimization. SSE=39.646
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 39.646.
Premise optimization: 1/3 epochs, mu = 10, SSE= 39.4576.
Premise optimization: 2/3 epochs, mu = 10, SSE= 39.3096.
Premise optimization: 3/3 epochs, mu = 10, SSE= 39.195.
				Consequents optimization. SSE=39.0664
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 39.0664.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 34.6767.
Premise optimization: 2/3 epochs, mu = 1, SSE= 34.0711.
Premise optimization: 3/3 epochs, mu = 0.1, SSE= 31.2078.
				Consequents optimization. SSE=28.1879
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 28.1879.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 22.354.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 21.1087.
Premise optimization: 3/3 epochs, mu = 0.01, SSE= 20.9927.
				Consequents optimization. SSE=13.5442
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 13.5442.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 10.5445.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 10.1054.
Premise optimization: 3/3 epochs, mu = 100, SSE= 10.0963.
				Consequents optimization. SSE=6.15361
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.15361.
				Consequents optimization. SSE=6.15361
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.15361.
				Consequents optimization. SSE=6.15361
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.15361.
TRUE RMSE: 0.359506


Complexity: 5 on 9 	 X-validation: 3 on 10
				Consequents optimization. SSE=36.9266
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 36.9266.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 30.224.
Premise optimization: 2/3 epochs, mu = 0.01, SSE= 28.1961.
Premise optimization: 3/3 epochs, mu = 0.1, SSE= 27.5811.
				Consequents optimization. SSE=9.58566
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 9.58566.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 8.22787.
Premise optimization: 2/3 epochs, mu = 0.001, SSE= 8.17373.
				Consequents optimization. SSE=3.81338
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 3.81338.
				Consequents optimization. SSE=3.81338
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 3.81338.
				Consequents optimization. SSE=3.81338
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 3.81338.
TRUE RMSE: 0.263135


Complexity: 5 on 9 	 X-validation: 4 on 10
				Consequents optimization. SSE=50.6711
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 50.6711.
Premise optimization: 1/3 epochs, mu = 10, SSE= 48.2052.
				Consequents optimization. SSE=47.3075
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 47.3075.
Premise optimization: 1/3 epochs, mu = 100, SSE= 47.2089.
Premise optimization: 2/3 epochs, mu = 100, SSE= 47.1163.
Premise optimization: 3/3 epochs, mu = 100, SSE= 47.0295.
				Consequents optimization. SSE=47.0162
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 47.0162.
Premise optimization: 1/3 epochs, mu = 1000, SSE= 47.0071.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 46.998.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 46.989.
				Consequents optimization. SSE=46.9887
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 46.9887.
Premise optimization: 1/3 epochs, mu = 1000, SSE= 46.9796.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 46.9706.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 46.9616.
				Consequents optimization. SSE=46.9614
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 46.9614.
Premise optimization: 1/3 epochs, mu = 10000, SSE= 46.9605.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 46.9596.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 46.9586.
TRUE RMSE: 0.699426


Complexity: 5 on 9 	 X-validation: 5 on 10
				Consequents optimization. SSE=52.344
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 52.344.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 41.1597.
Premise optimization: 2/3 epochs, mu = 0.0001, SSE= 40.1086.
Premise optimization: 3/3 epochs, mu = 0.01, SSE= 38.8219.
				Consequents optimization. SSE=16.6911
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 16.6911.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 10.45.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 9.76162.
Premise optimization: 3/3 epochs, mu = 1000, SSE= 9.74603.
				Consequents optimization. SSE=5.8155
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.8155.
				Consequents optimization. SSE=5.8155
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.8155.
				Consequents optimization. SSE=5.8155
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.8155.
TRUE RMSE: 0.605821


Complexity: 5 on 9 	 X-validation: 6 on 10
				Consequents optimization. SSE=60.0822
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 60.0822.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 54.9912.
Premise optimization: 2/3 epochs, mu = 1e-05, SSE= 46.3182.
Premise optimization: 3/3 epochs, mu = 1e-06, SSE= 42.069.
				Consequents optimization. SSE=19.2251
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 19.2251.
Premise optimization: 1/3 epochs, mu = 0.001, SSE= 18.2586.
Premise optimization: 2/3 epochs, mu = 100000, SSE= 18.2586.
Premise optimization: 3/3 epochs, mu = 100000, SSE= 18.2586.
				Consequents optimization. SSE=15.0024
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 15.0024.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 13.0571.
Premise optimization: 2/3 epochs, mu = 1, SSE= 13.0178.
				Consequents optimization. SSE=10.8088
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 10.8088.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 9.17252.
				Consequents optimization. SSE=8.41032
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 8.41032.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 8.30486.
				Consequents optimization. SSE=7.88918
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.88918.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 7.54302.
				Consequents optimization. SSE=7.29773
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 7.29773.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 7.0929.
				Consequents optimization. SSE=6.95117
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.95117.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 6.86635.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 6.86568.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 6.86566.
				Consequents optimization. SSE=6.73926
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.73926.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 6.62078.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 6.62075.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 6.62073.
				Consequents optimization. SSE=6.51749
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.51749.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 6.36764.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 6.36761.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 6.36759.
				Consequents optimization. SSE=6.27525
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.27525.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 6.18774.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 6.18772.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 6.18772.
				Consequents optimization. SSE=6.1021
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 6.1021.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 5.97175.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 5.97174.
Premise optimization: 3/3 epochs, mu = 10000, SSE= 5.97174.
				Consequents optimization. SSE=5.88844
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.88844.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 5.839.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 5.83897.
				Consequents optimization. SSE=5.75907
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.75907.
Premise optimization: 1/3 epochs, mu = 1, SSE= 5.73519.
Premise optimization: 2/3 epochs, mu = 100, SSE= 5.73328.
				Consequents optimization. SSE=5.6675
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.6675.
Premise optimization: 1/3 epochs, mu = 0.01, SSE= 5.65268.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 5.63979.
				Consequents optimization. SSE=5.47443
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.47443.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 5.46297.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 5.4455.
				Consequents optimization. SSE=5.31879
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.31879.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 5.25677.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 5.25676.
				Consequents optimization. SSE=5.19092
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.19092.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 5.11903.
Premise optimization: 2/3 epochs, mu = 100000, SSE= 5.11903.
Premise optimization: 3/3 epochs, mu = 100000, SSE= 5.11903.
				Consequents optimization. SSE=5.05922
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 5.05922.
Premise optimization: 1/3 epochs, mu = 0.1, SSE= 5.03166.
Premise optimization: 2/3 epochs, mu = 1, SSE= 5.03004.
				Consequents optimization. SSE=4.93329
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 4.93329.
Premise optimization: 1/3 epochs, mu = 1, SSE= 4.90559.
Premise optimization: 2/3 epochs, mu = 10000, SSE= 4.90559.
Premise optimization: 3/3 epochs, mu = 100000, SSE= 4.90559.
				Consequents optimization. SSE=4.88649
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 4.88649.
Premise optimization: 1/3 epochs, mu = 1, SSE= 4.8711.
Premise optimization: 2/3 epochs, mu = 100, SSE= 4.86999.
				Consequents optimization. SSE=4.83699
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 4.83699.
Premise optimization: 1/3 epochs, mu = 0.0001, SSE= 4.82172.
Premise optimization: 2/3 epochs, mu = 1, SSE= 4.81332.
				Consequents optimization. SSE=4.71594
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 4.71594.
Premise optimization: 1/3 epochs, mu = 1, SSE= 4.70881.
Premise optimization: 2/3 epochs, mu = 0.1, SSE= 4.70524.
				Consequents optimization. SSE=4.63041
Premise optimization: 0/3 epochs, mu = 0.001, SSE= 4.63041.
Premise optimization: 1/3 epochs, mu = 10, SSE= 4.61363.
Premise optimization: 2/3 epochs, mu = 1000, SSE= 4.61349.
Premise optimization: 3/3 epochs, mu = 100000, SSE= 4.61349.