Cloete, A Sensitivity Analysis Algorithm for Pruning Feedforward Neural Networks

(a) 2-bit parity1.4Hidden 1Hidden 21.2Hidden 3Hidden 4Hidden 5Hidden 61Hidden 7Hidden 8Hidden 9Hidden 10eeccn0.8naacciiffiinnggiiS0.6S0.40.2002004006008001000120014001600Epoch(c) 4-bit parity2Hidden 11.8Hidden 2Hidden 3Hidden 41.6Hidden 5Hidden 6Hidden 71.4Hidden 8Hidden 91.2Hidden 10eeccnnaacif1cifiinnggiiS0.8S0.60.40.20020040060080010001200Epoch(e) 6-bit parity1.8Hidden 11.6Hidden 2Hidden 3Hidden 41.4Hidden 5Hidden 6Hidden 7Hidden 81.2Hidden 9Hidden 10eecn1cnaacciiffiingi0.8ngiSS0.60.40.20050010001500200025003000Epoch(b) 3-bit parity1.8Hidden 11.6Hidden 2Hidden 3Hidden 41.4Hidden 5Hidden 6Hidden 7Hidden 81.2Hidden 9Hidden 1010.80.60.40.200200400600800100012001400160018002000Epoch(d) 5-bit parity1.8Hidden 11.6Hidden 2Hidden 3Hidden 41.4Hidden 5Hidden 6Hidden 7Hidden 81.2Hidden 9Hidden 1010.80.60.40.20020040060080010001200140016001800Epoch(f) 7-bit parity1.6Hidden 1Hidden 21.4Hidden 3Hidden 4Hidden 51.2Hidden 6Hidden 7Hidden 8Hidden 91Hidden 100.80.60.40.200500100015002000250030003500Epoch