Search Results - Sparse recursive least squares algorithm
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A recursive least squares algorithm with ℓ1 regularization for sparse representation
ISSN: 1674-733X, 1869-1919Published: Beijing Science China Press 01.02.2023Published in Science China. Information sciences (01.02.2023)Get full text
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Direct adaptive equalization based on fast sparse recursive least squares algorithms for multiple-input multiple-output underwater acoustic communications
ISSN: 1520-8524, 1520-8524Published: United States 01.04.2019Published in The Journal of the Acoustical Society of America (01.04.2019)“…) communications for its improved performance compared with conventional non-sparse DAEs. The recursive least squares (RLS…”
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Virtual Space-Time DiversityTurbo Equalization Using Cluster Sparse Proportional Recursive Least Squares Algorithm for Underwater Acoustic Communications
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.10.2023Published in Applied sciences (01.10.2023)“…The oceanic positioning, navigation and timing (PNT) network requires high-quality underwater acoustic message transmission. Turbo equalization technology has…”
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Online sequential echo state network with sparse RLS algorithm for time series prediction
ISSN: 0893-6080, 1879-2782, 1879-2782Published: United States Elsevier Ltd 01.10.2019Published in Neural networks (01.10.2019)“… Secondly, the sparse recursive least squares (SRLS) algorithm and the subgradients technique are combined to estimate the output weight matrix…”
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Recursive Least-Squares algorithms for sparse system modeling
ISSN: 2379-190XPublished: IEEE 01.03.2017Published in Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) (01.03.2017)“…In this paper, we propose some sparsity aware algorithms, namely the Recursive least-Squares for sparse systems (S-RLS…”
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Conference Proceeding -
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Recursive regularisation parameter selection for sparse RLS algorithm
ISSN: 0013-5194, 1350-911X, 1350-911XPublished: The Institution of Engineering and Technology 08.03.2018Published in Electronics letters (08.03.2018)“…In this Letter, the authors propose a recursive regularisation parameter selection method for sparse recursive least squares (RLS) algorithm…”
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Distributed Sparse Recursive Least-Squares Over Networks
ISSN: 1053-587X, 1941-0476Published: New York, NY IEEE 01.03.2014Published in IEEE transactions on signal processing (01.03.2014)“… In this paper, we address the problem of in-network distributed estimation for sparse vectors, and develop several distributed sparse recursive least-squares (RLS) algorithms…”
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Fast ℓ 1 -recursive total least squares algorithm for sparse system identification
ISSN: 1051-2004Published: 01.11.2017Published in Digital signal processing (01.11.2017)Get full text
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Sparse direct adaptive equalization based on proportionate recursive least squares algorithm for multiple-input multiple-output underwater acoustic communications
ISSN: 1520-8524, 1520-8524Published: 01.10.2020Published in The Journal of the Acoustical Society of America (01.10.2020)“… First, performance analysis is made for the PRLS, and simulation results show its gain over a standard recursive least squares algorithm under sparse systems…”
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Improved ${\bi l}_{\bf 0}$l0-RLS adaptive filter
ISSN: 0013-5194, 1350-911X, 1350-911XPublished: The Institution of Engineering and Technology 07.12.2017Published in Electronics letters (07.12.2017)“…In this Letter, the authors present an improved sparse recursive least squares (RLS) algorithm, which employs a novel approximation…”
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Distributed Adaptive Thresholding Graph Recursive Least Squares Algorithm
ISSN: 0278-081X, 1531-5878Published: New York Springer US 01.08.2024Published in Circuits, systems, and signal processing (01.08.2024)“…In this paper, we present a novel approach for the reconstruction of sparse graph signals using a distributed adaptive thresholding recursive least squares algorithm…”
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Estimation of Underwater Acoustic Channel via Block-Sparse Recursive Least-Squares Algorithm
Published: IEEE 01.09.2019Published in 2019 IEEE International Conference on Signal Processing, Communications and Computing (ICSPCC) (01.09.2019)“… In this work, we address a new approximate mixed ℓ 2,0 -norm, and based on that norm, we develop a block-sparse recursive least-squares (BS-RLS…”
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Conference Proceeding -
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Mixed norm regularized recursive total least squares for group sparse system identification
ISSN: 0890-6327, 1099-1115Published: Bognor Regis Blackwell Publishing Ltd 01.04.2016Published in International journal of adaptive control and signal processing (01.04.2016)“…Summary A mixed lp,0‐regularized recursive total least squares (RTLS) algorithm is considered for group sparse system identification…”
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Kernel Recursive Leastsquares Algorithm with Slidingwindow Approximately Linear Dependence Sparsification
ISSN: 1000-3428Published: Editorial Office of Computer Engineering 01.08.2016Published in Ji suan ji gong cheng (01.08.2016)“…Aiming at varied channel environment during test and training,this paper proposes a new Kernel Recursive Leastsquares(KRLS…”
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Convex regularized recursive maximum correntropy algorithm
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.12.2016Published in Signal processing (01.12.2016)“…) algorithm especially when the underlying system is very sparse. Compared with the convex regularized recursive least squares (CR-RLS…”
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Modified recursive least squares algorithm for sparse system identification
Published: University of Al Qayrawan, Tunisia 01.12.2015Published in 2015 7th International Conference on Modelling, Identification and Control (ICMIC) (01.12.2015)“…To adapt to the sparsity of some sparse systems in system identification, a novel modified recursive least squares algorithm is proposed…”
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Conference Proceeding -
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ℓ1-regularized recursive total least squares based sparse system identification for the error-in-variables
ISSN: 2193-1801Published: Cham Springer International Publishing 31.08.2016Published in SpringerPlus (31.08.2016)“…In this paper an ℓ 1 -regularized recursive total least squares (RTLS) algorithm is considered for the sparse system identification…”
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Multivariate time series online prediction based on adaptive normalized sparse kernel recursive least squares algorithm
Published: IEEE 01.04.2017Published in 2017 Seventh International Conference on Information Science and Technology (ICIST) (01.04.2017)“… It is difficult to meet the demand of prediction accuracy and efficiency simultaneously. Therefore, this paper presents an improved kernel recursive least squares algorithm for multivariate chaotic time series online prediction…”
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Conference Proceeding -
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A family of sparse group Lasso RLS algorithms with adaptive regularization parameters for adaptive decision feedback equalizer in the underwater acoustic communication system
ISSN: 1874-4907, 1876-3219Published: Elsevier B.V 01.06.2017Published in Physical communication (01.06.2017)“…) Recursive Least Squares (RLS) algorithms for sparse underwater acoustic channel equalization…”
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Greedy Sparse RLS
ISSN: 1053-587X, 1941-0476Published: New York, NY IEEE 01.05.2012Published in IEEE transactions on signal processing (01.05.2012)“…Starting from the orthogonal (greedy) least squares method, we build an adaptive algorithm for finding online sparse solutions to linear systems…”
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