Search Results - complex backpropagation algorithm

Convergence of Batch Split-Complex Backpropagation Algorithm for Complex-Valued Neural Networks by Zhang, Huisheng, Zhang, Chao, Wu, Wei

“…The batch split-complex backpropagation (BSCBP) algorithm for training complex-valued neural networks is considered…”
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The complex backpropagation algorithm by Leung, H., Haykin, S.

“…The backpropagation (BP) algorithm that provides a popular method for the design of a multilayer neural network to include complex coefficients and complex signals so that it can be applied to general radar signal processing…”
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Analysis of the Initial Values in Split-Complex Backpropagation Algorithm by Sheng-Sung Yang, Siu, S., Chia-Lu Ho

“…When a multilayer perceptron (MLP) is trained with the split-complex backpropagation (SCBP…”
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Convergence analysis of fully complex backpropagation algorithm based on Wirtinger calculus by 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…”
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Convergence of Batch Split-Complex Backpropagation Algorithm for Complex-Valued Neural Networks by Zhang, Huisheng, Zhang, Chao, Wu, Wei

“…The batch split-complex backpropagation (BSCBP) algorithm for training complex-valued neural networks is considered…”
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Complex-Valued Neural Networks: A Comprehensive Survey by 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 processing…”
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On the complex backpropagation algorithm by Benvenuto, N., Piazza, F.

“… The method, associated to a mean-square-error criterion, yields the complex form of the conventional backpropagation algorithm.< >…”
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Convergence of Split-Complex Backpropagation Algorithm with a Momentum by Zhang, Huisheng, Wu, Wei

“…This paper investigates a split-complex backpropagation algorithm with momentum (SCBPM) for complex-valued neural networks…”
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Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics by Vlachas, P.R., Pathak, J., Hunt, B.R., Sapsis, T.P., Girvan, M., Ott, E., Koumoutsakos, P.

“…We examine the efficiency of Recurrent Neural Networks in forecasting the spatiotemporal dynamics of high dimensional and reduced order complex systems using Reservoir Computing (RC…”
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Source term inversion coupling Kernel Principal Component Analysis, Whale Optimization Algorithm, and Backpropagation Neural Networks (KPCA-WOA-BPNN) for complex dispersion scenarios by Li, Xinpeng, Song, Jiayue, Yang, Li, Li, Huanting, Fang, Sheng

“… In this study, a source term inversion model combining the Kernel Principal Component Analysis, the Whale Optimization Algorithm, and the Backpropagation Neural Networks (KPCA-WOA-BPNN…”
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A modified error backpropagation algorithm for complex-value neural networks by Chen, Xiaoming, Tang, Zheng, Variappan, Catherine, Li, Songsong, Okada, Toshimi

“…The complex-valued backpropagation algorithm has been widely used in fields of dealing with telecommunications, speech recognition and image processing with Fourier transformation…”
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A normalised complex backpropagation algorithm by Hanna, Andrew I., Mandic, Danilo P.

“…A backpropagation based algorithm for training nonlinear complex valued feed-forward neural networks employed as nonlinear adaptive filters is derived…”
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An Approximation of the Error Backpropagation Algorithm in a Predictive Coding Network with Local Hebbian Synaptic Plasticity by Whittington, James C R, Bogacz, Rafal

“… Several models have been proposed that approximate the backpropagation algorithm with local synaptic plasticity, but these models require complex external control over the network…”
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CAD modeling of complex resonant frequencies of a rectangular microstrip patch with a superstrate using complex backpropagation algorithm by Panda, Dhruba C., Patnaik, Prabhat K.

“…This paper presents application of complex neural network for calculating complex resonating frequency of microstrip patch antenna on superstrate…”
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Noise Benefits in Complex-Valued Neural Networks by Ren, Lei, Liu, Chunyang, Zhang, Ying

“… We first establish the equivalence between the complex backpropagation algorithm and the complex expectation maximization algorithm from the perspective of maximum probability likelihood estimation…”
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Gain parameters based complex-valued backpropagation algorithm for learning and recognizing hand gestures by Yuanshan Liu, He Huang, Tingwen Huang

“…In this paper, an improved complex-valued backpropagation algorithm with gain parameters is proposed…”
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Face Recognition Using Complex Valued Backpropagation by Nafisah, Zumrotun, Rachmadi, Febrian, Imah, Elly Matul

“…Face recognition is one of biometrical research area that is still interesting. This study discusses the Complex-Valued Backpropagation algorithm for face recognition…”
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Recursive least-squares backpropagation algorithm for stop-and-go decision-directed blind equalization by Abrar, S., Zerguine, A., Bettayeb, M.

“… To overcome this problem, in this work, a fast converging recursive least squares (RLS)-based complex-valued backpropagation learning algorithm is derived…”
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Decision feedback equalization using complex backpropagation algorithm by Ching-Haur Chang, Sammy Siu, Che-Ho Wei

“…A decision feedback equalizer (DFE) using complex backpropagation (CBP) algorithm is presented in this paper…”
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Adaptive equalization using the complex backpropagation algorithm by Cheolwoo You, Daesik Hong

“… with the channel distortion, especially the nonlinear distortion. The complex backpropagation (BP) neural networks are proposed as nonlinear adaptive equalizers that can deal with both QAM and PSK signals of any constellation size…”
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