Ensemble and Pre-Training Approach for Echo State Network and Extreme Learning Machine Models
Lingyu Tang,
Jun Wang,
Mengyao Wang
et al.
Abstract:The echo state network (ESN) is a recurrent neural network that has yielded state-of-the-art results in many areas owing to its rapid learning ability and the fact that the weights of input neurons and hidden neurons are fixed throughout the learning process. However, the setting procedure for initializing the ESN’s recurrent structure may lead to difficulties in designing a sound reservoir that matches a specific task. This paper proposes an improved pre-training method to adjust the model’s parameters and to… Show more
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