Suchergebnisse - complex backpropagation algorithm
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Convergence of Batch Split-Complex Backpropagation Algorithm for Complex-Valued Neural Networks
ISSN: 1026-0226, 1607-887XVeröffentlicht: New York Hindawi Limiteds 01.01.2009Veröffentlicht in Discrete Dynamics in Nature and Society (01.01.2009)“… The batch split-complex backpropagation (BSCBP) algorithm for training complex-valued neural networks is considered …”
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The complex backpropagation algorithm
ISSN: 1053-587XVeröffentlicht: IEEE 01.09.1991Veröffentlicht in IEEE transactions on signal processing (01.09.1991)“… 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
ISSN: 1045-9227, 1941-0093, 1941-0093Veröffentlicht: New York, NY IEEE 01.09.2008Veröffentlicht in IEEE transactions on neural networks (01.09.2008)“… 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
ISSN: 1871-4080, 1871-4099Veröffentlicht: Dordrecht Springer Netherlands 01.06.2014Veröffentlicht in Cognitive neurodynamics (01.06.2014)“… 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
ISSN: 1026-0226, 1607-887XVeröffentlicht: Cairo, Egypt Hindawi Puplishing Corporation 2009Veröffentlicht in Discrete dynamics in nature and society (2009)“… 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
ISSN: 2329-9266, 2329-9274Veröffentlicht: Piscataway Chinese Association of Automation (CAA) 01.08.2022Veröffentlicht in IEEE/CAA journal of automatica sinica (01.08.2022)“… 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
ISSN: 1053-587XVeröffentlicht: IEEE 01.04.1992Veröffentlicht in IEEE transactions on signal processing (01.04.1992)“… 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
ISSN: 1210-0552, 2336-4335Veröffentlicht: Prague Institute of Information and Computer Technology 01.01.2011Veröffentlicht in Neural Network World (01.01.2011)“… 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
ISSN: 0893-6080, 1879-2782, 1879-2782Veröffentlicht: United States Elsevier Ltd 01.06.2020Veröffentlicht in Neural networks (01.06.2020)“… 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
ISSN: 0149-1970Veröffentlicht: Elsevier Ltd 01.06.2024Veröffentlicht in Progress in nuclear energy (New series) (01.06.2024)“… 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
ISSN: 0129-0657Veröffentlicht: Singapore 01.12.2005Veröffentlicht in International journal of neural systems (01.12.2005)“… 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
ISBN: 9780780374027, 0780374029ISSN: 1520-6149Veröffentlicht: IEEE 01.05.2002Veröffentlicht in 2002 IEEE International Conference on Acoustics, Speech, and Signal Processing (01.05.2002)“… 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
ISSN: 1530-888X, 1530-888XVeröffentlicht: United States 01.05.2017Veröffentlicht in Neural computation (01.05.2017)“… 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
Veröffentlicht: IEEE 01.12.2013Veröffentlicht in 2013 IEEE Applied Electromagnetics Conference (AEMC) (01.12.2013)“… 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
Veröffentlicht: IEEE 27.07.2023Veröffentlicht in 2023 8th International Conference on Image, Vision and Computing (ICIVC) (27.07.2023)“… 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
ISSN: 2161-4393Veröffentlicht: IEEE 01.07.2014Veröffentlicht in 2014 International Joint Conference on Neural Networks (IJCNN) (01.07.2014)“… In this paper, an improved complex-valued backpropagation algorithm with gain parameters is proposed …”
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Face Recognition Using Complex Valued Backpropagation
ISSN: 2088-7051, 2502-9274Veröffentlicht: Universitas Indonesia 29.06.2018Veröffentlicht in Jurnal ilmu komputer dan informasi (Journal of computer science and information) (Online) (29.06.2018)“… 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
ISSN: 1045-9227Veröffentlicht: United States IEEE 01.11.2002Veröffentlicht in IEEE transactions on neural networks (01.11.2002)“… 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
ISBN: 9780780335837, 078033583XVeröffentlicht: IEEE 1997Veröffentlicht in 1997 IEEE International Symposium on Circuits and Systems (1997)“… 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
ISBN: 0780332105, 9780780332102Veröffentlicht: IEEE 1996Veröffentlicht in 1996 IEEE International Conference on Neural Networks (1996)“… 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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