PSO-based analysis of Echo State Network parameters for time series forecasting

Appl. Soft Comput., Volume 55, Issue C, 2017, Pages 211-225.

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Abstract:

Graphical abstractDisplay Omitted HighlightsEcho State Network (ESN) is an interesting tool for dealing with time series forecasting problems.The learning performance of ESN can be affected because of the random setting of some untrained weights.PSO is introduced to ESN as a pre-training tool to optimize the untrained weights.The networks...More

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