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Extreme Learning Machine (ELM) for Single-hidden Layer Feedforward Neural Network (SLFN) has been attracting attentions because of its faster learning speed and better generalization performance than those of the traditional gradient-based learning algorithms. However, it has been proven that generalization performance of ELM classifier depends critically on the number of hidden neurons and the random...
Oil price time series is a nonlinear long-memory series, in this paper, a novel clustering method based on the symbiotic evolutionary and the immune programming algorithm is proposed, which is implemented for the prediction of oil price time series. In the design of the neural network, the number and positions of hidden layer are automatically adjust through symbiotic evolutionary and the immune programming...
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