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Kurtosis-Based CRTRL Algorithms for Fully Connected Recurrent Neural Networks
(Ieee-Inst Electrical Electronics Engineers Inc, 2018)
In this paper, kurtosis-based complex-valued real-time recurrent learning (KCRTRL) and kurtosis-based augmented CRTRL (KACRTRL) algorithms are proposed for training fully connected recurrent neural networks (FCRNNs) in the ...
An Augmented Complex-Valued Least-Mean Kurtosis Algorithm for the Filtering of Noncircular Signals
(Ieee-Inst Electrical Electronics Engineers Inc, 2018)
In this paper, a novel augmented complex-valued least-mean kurtosis (ACLMK) algorithm is proposed for processing complex-valued signals. The negated kurtosis of the complex-valued error signal is defined as a cost function ...
An augmented complex-valued Lyapunov stability theory based adaptive filter algorithm
(Elsevier, 2017)
A novel augmented complex-valued Lyapunov stability theory (LST) based adaptive filter (ACLAF) algorithm is proposed for the widely linear adaptive filtering of noncircular complex-valued signals. After a candidate Lyapunov ...