Suchergebnisse - complex backpropagation algorithm

  1. 1

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

    ISSN: 1026-0226, 1607-887X
    Veröffentlicht: New York Hindawi Limiteds 01.01.2009
    Veröffentlicht 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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  2. 2

    The complex backpropagation algorithm von Leung, H., Haykin, S.

    ISSN: 1053-587X
    Veröffentlicht: IEEE 01.09.1991
    Veröffentlicht 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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  3. 3

    Analysis of the Initial Values in Split-Complex Backpropagation Algorithm von Sheng-Sung Yang, Siu, S., Chia-Lu Ho

    ISSN: 1045-9227, 1941-0093, 1941-0093
    Veröffentlicht: New York, NY IEEE 01.09.2008
    Veröffentlicht 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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  4. 4

    Convergence analysis of fully complex backpropagation algorithm based on Wirtinger calculus von Zhang, Huisheng, Liu, Xiaodong, Xu, Dongpo, Zhang, Ying

    ISSN: 1871-4080, 1871-4099
    Veröffentlicht: Dordrecht Springer Netherlands 01.06.2014
    Veröffentlicht 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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  5. 5

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

    ISSN: 1026-0226, 1607-887X
    Veröffentlicht: Cairo, Egypt Hindawi Puplishing Corporation 2009
    Veröffentlicht 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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  6. 6

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

    ISSN: 2329-9266, 2329-9274
    Veröffentlicht: Piscataway Chinese Association of Automation (CAA) 01.08.2022
    Veröffentlicht 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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  7. 7

    On the complex backpropagation algorithm von Benvenuto, N., Piazza, F.

    ISSN: 1053-587X
    Veröffentlicht: IEEE 01.04.1992
    Veröffentlicht 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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  8. 8

    Convergence of Split-Complex Backpropagation Algorithm with a Momentum von Zhang, Huisheng, Wu, Wei

    ISSN: 1210-0552, 2336-4335
    Veröffentlicht: Prague Institute of Information and Computer Technology 01.01.2011
    Veröffentlicht 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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  9. 9

    Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics von Vlachas, P.R., Pathak, J., Hunt, B.R., Sapsis, T.P., Girvan, M., Ott, E., Koumoutsakos, P.

    ISSN: 0893-6080, 1879-2782, 1879-2782
    Veröffentlicht: United States Elsevier Ltd 01.06.2020
    Veröffentlicht 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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  10. 10

    Source term inversion coupling Kernel Principal Component Analysis, Whale Optimization Algorithm, and Backpropagation Neural Networks (KPCA-WOA-BPNN) for complex dispersion scenarios von Li, Xinpeng, Song, Jiayue, Yang, Li, Li, Huanting, Fang, Sheng

    ISSN: 0149-1970
    Veröffentlicht: Elsevier Ltd 01.06.2024
    Veröffentlicht 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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  11. 11

    A modified error backpropagation algorithm for complex-value neural networks von Chen, Xiaoming, Tang, Zheng, Variappan, Catherine, Li, Songsong, Okada, Toshimi

    ISSN: 0129-0657
    Veröffentlicht: Singapore 01.12.2005
    Veröffentlicht 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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  12. 12

    A normalised complex backpropagation algorithm von Hanna, Andrew I., Mandic, Danilo P.

    ISBN: 9780780374027, 0780374029
    ISSN: 1520-6149
    Veröffentlicht: IEEE 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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  13. 13

    An Approximation of the Error Backpropagation Algorithm in a Predictive Coding Network with Local Hebbian Synaptic Plasticity von Whittington, James C R, Bogacz, Rafal

    ISSN: 1530-888X, 1530-888X
    Veröffentlicht: United States 01.05.2017
    Veröffentlicht 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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  14. 14

    CAD modeling of complex resonant frequencies of a rectangular microstrip patch with a superstrate using complex backpropagation algorithm von Panda, Dhruba C., Patnaik, Prabhat K.

    Veröffentlicht: IEEE 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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  15. 15

    Noise Benefits in Complex-Valued Neural Networks von Ren, Lei, Liu, Chunyang, Zhang, Ying

    Veröffentlicht: IEEE 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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  16. 16

    Gain parameters based complex-valued backpropagation algorithm for learning and recognizing hand gestures von Yuanshan Liu, He Huang, Tingwen Huang

    ISSN: 2161-4393
    Veröffentlicht: IEEE 01.07.2014
    “… In this paper, an improved complex-valued backpropagation algorithm with gain parameters is proposed …”
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  17. 17

    Face Recognition Using Complex Valued Backpropagation von Nafisah, Zumrotun, Rachmadi, Febrian, Imah, Elly Matul

    ISSN: 2088-7051, 2502-9274
    Veröffentlicht: Universitas Indonesia 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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  18. 18

    Recursive least-squares backpropagation algorithm for stop-and-go decision-directed blind equalization von Abrar, S., Zerguine, A., Bettayeb, M.

    ISSN: 1045-9227
    Veröffentlicht: United States IEEE 01.11.2002
    Veröffentlicht 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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  19. 19

    Decision feedback equalization using complex backpropagation algorithm von Ching-Haur Chang, Sammy Siu, Che-Ho Wei

    ISBN: 9780780335837, 078033583X
    Veröffentlicht: IEEE 1997
    “… A decision feedback equalizer (DFE) using complex backpropagation (CBP) algorithm is presented in this paper …”
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  20. 20

    Adaptive equalization using the complex backpropagation algorithm von Cheolwoo You, Daesik Hong

    ISBN: 0780332105, 9780780332102
    Veröffentlicht: IEEE 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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