Suchergebnisse - "Complex backpropagation algorithm"

Complex-Valued Neural Networks: A Comprehensive Survey von Lee, ChiYan, Hasegawa, Hideyuki, Gao, Shangce

“… Complex-valued neural networks (CVNNs) have shown their excellent efficiency compared to their real counter-parts in speech enhancement, image and signal …”
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Convergence analysis of fully complex backpropagation algorithm based on Wirtinger calculus von Zhang, Huisheng, Liu, Xiaodong, Xu, Dongpo, Zhang, Ying

“… This paper considers the fully complex backpropagation algorithm (FCBPA) for training the fully complex-valued neural networks. We prove both the weak …”
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Convergence of Split-Complex Backpropagation Algorithm with a Momentum von Zhang, Huisheng, Wu, Wei

“… This paper investigates a split-complex backpropagation algorithm with momentum (SCBPM) for complex-valued neural networks. Convergence results for SCBPM are …”
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Noise Benefits in Complex-Valued Neural Networks von Ren, Lei, Liu, Chunyang, Zhang, Ying

“… In this paper, we investigate the effectiveness of noise that is injected into the output of complex-valued neural networks. We first establish the equivalence …”
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Nonlinear blind equalization schemes using complex-valued multilayer feedforward neural networks von YOU, C, HONG, D

“… Among the useful blind equalization algorithms, stochastic-gradient iterative equalization schemes are based on minimizing a nonconvex and nonlinear cost …”
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