============================================================================= This file contains data to test the learning functions ============================================================================= Network-Files: letters_untrained.net ============== Pattern-Files: letters.pat ============== Description: - load network letters_untrained.net ============ - load patterns letters.pat - do NOT press init button - set cycles to 50 - set shuffle off - for each test set: - set learing function given in test set. - set learning parameters given in test set. - set update function given in test set. - set update parameters given in test set. - press the all button - compare the results with the given results - reload network letters_untrained.net Test set 1) =========== learning function : Std_Backpropagation 0.2 0.0 0.0 0.0 0.0 update function : Topological_Order 0.0 0.0 0.0 0.0 0.0 epoch: SSE MSE SSE/o-units 50: 93.51189 3.59661 3.59661 45: 25.55399 0.98285 0.98285 40: 24.93429 0.95901 0.95901 35: 24.73275 0.95126 0.95126 30: 24.59843 0.94609 0.94609 25: 24.47465 0.94133 0.94133 20: 24.34736 0.93644 0.93644 15: 24.21373 0.93130 0.93130 10: 24.07410 0.92593 0.92593 5: 23.92981 0.92038 0.92038 1: 23.81207 0.91585 0.91585 Test set 2) =========== learning function : Backpropagation with Momentum 0.8 0.6 0.1 0.0 0.0 update function : Topological_Order 0.0 0.0 0.0 0.0 0.0 epoch: SSE MSE SSE/o-units 50: 37.47221 1.44124 1.44124 45: 24.42921 0.93959 0.93959 40: 20.02836 0.77032 0.77032 35: 15.32081 0.58926 0.58926 30: 10.93757 0.42068 0.42068 25: 8.12217 0.31239 0.31239 20: 5.43421 0.20901 0.20901 15: 3.56318 0.13705 0.13705 10: 1.95615 0.07524 0.07524 5: 1.18959 0.04575 0.04575 1: 0.90604 0.03485 0.03485 Test set 3) =========== learning function : Quickprop 0.2 1.75 0.0001 0.0 0.0 update function : Topological_Order 0.0 0.0 0.0 0.0 0.0 epoch: SSE MSE SSE/o-units 50: 165.45184 6.36353 6.36353 45: 24.47066 0.94118 0.94118 40: 19.36107 0.74466 0.74466 35: 12.89132 0.49582 0.49582 30: 8.85628 0.34063 0.34063 25: 5.43688 0.20911 0.20911 20: 3.31145 0.12736 0.12736 15: 2.22553 0.08560 0.08560 10: 1.85069 0.07118 0.07118 5: 1.37056 0.05271 0.05271 1: 1.97464 0.07595 0.07595 Test set 4) =========== learning function : Rprop 0.2 0.0 0.0 0.0 0.0 update function : Topological_Order 0.0 0.0 0.0 0.0 0.0 epoch: SSE MSE SSE/o-units 50: 165.45184 6.36353 6.36353 45: 23.87504 0.91827 0.91827 40: 17.03602 0.65523 0.65523 35: 10.34510 0.39789 0.39789 30: 5.06381 0.19476 0.19476 25: 2.24841 0.08648 0.08648 20: 1.55044 0.05963 0.05963 15: 0.08736 0.00336 0.00336 10: 0.00980 0.00038 0.00038 5: 0.00075 0.00003 0.00003 1: 0.00011 0.00000 0.00000