Prediction with Multilayer Perceptron , FIR and Elman Neural Networks

  title={Prediction with Multilayer Perceptron , FIR and Elman Neural Networks},
  author={Timo Koskela and Mikko Lehtokangas and Jukka Saarinen and Kimmo Kaski},
Multilayer perceptron network (MLP), FIR neural network and Elman neural network were compared in four different time series prediction tasks. Time series include load in an electric network series, fluctuations in a far-infrared laser series, numerically generated series and behaviour of sunspots series. FIR neural network was trained with temporal backpropagation learning algorithm. Results show that the efficiency of the learning algorithm is more important factor than the network model used… CONTINUE READING


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