In the use of the local extended Kalman filter algorithm for network t
raining and pruning, the authors propose replacing the monotonical inc
reasing sigmoid activation function with a periodic function. Computer
simulations show that the rate of convergence is substantially improv
ed and that more insignificant weights can be pruned.