============================================================================= This file contains data to test the learning functions ============================================================================= Network-Files: xor_untrained.net ============== Pattern-Files: xor.pat ============== Description: - load network xor_untrained.net ============ - load patterns xor.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 xor_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: 1.48720 0.37180 1.48720 45: 1.35070 0.33767 1.35070 40: 1.21259 0.30315 1.21259 35: 1.11305 0.27826 1.11305 30: 1.06212 0.26553 1.06212 25: 1.04107 0.26027 1.04107 20: 1.03299 0.25825 1.03299 15: 1.02982 0.25745 1.02982 10: 1.02845 0.25711 1.02845 5: 1.02776 0.25694 1.02776 1: 1.02740 0.25685 1.02740 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: 1.50424 0.37606 1.50424 45: 1.15013 0.28753 1.15013 40: 1.14990 0.28747 1.14990 35: 1.14882 0.28720 1.14882 30: 1.14758 0.28690 1.14758 25: 1.14595 0.28649 1.14595 20: 1.14361 0.28590 1.14361 15: 1.14019 0.28505 1.14019 10: 1.13513 0.28378 1.13513 5: 1.12771 0.28193 1.12771 1: 1.11948 0.27987 1.11948 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: 1.48601 0.37150 1.48601 45: 0.99689 0.24922 0.99689 40: 0.99322 0.24831 0.99322 35: 0.94188 0.23547 0.94188 30: 0.75239 0.18810 0.75239 25: 0.67531 0.16883 0.67531 20: 0.44633 0.11158 0.44633 15: 0.39025 0.09756 0.39025 10: 0.31539 0.07885 0.31539 5: 0.20783 0.05196 0.20783 1: 0.17218 0.04305 0.17218 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: 1.48720 0.37180 1.48720 45: 1.35069 0.33767 1.35069 40: 1.21258 0.30315 1.21258 35: 1.11305 0.27826 1.11305 30: 1.06212 0.26553 1.06212 25: 1.04107 0.26027 1.04107 20: 1.03299 0.25825 1.03299 15: 1.02982 0.25745 1.02982 10: 1.02845 0.25711 1.02845 5: 1.02776 0.25694 1.02776 1: 1.02740 0.25685 1.02740