1. Convergence of split-complex backpropagation algorithm with momentum
- Creator:
- Zhang, Huisheng and Wu, Wei
- Format:
- bez média and svazek
- Type:
- model:article and TEXT
- Subject:
- Cpmplex-valued neural networks, split-complex backpropagation algorithm, and convergence
- Language:
- English
- Description:
- This paper investigates a split-complex backpropagation algorithm with momentum (SCBPM) for complex-valued neural networks. Convergence results for SCBPM are proved under relaxed conditions and compared with the existing results. Monotonicity of the error function during the training iteration process is also guaranteed. Two numerical examples are given to support the theoretical findings.
- Rights:
- http://creativecommons.org/publicdomain/mark/1.0/ and policy:public