Search Results - "kernel recursive least-squares algorithm"
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The kernel recursive least-squares algorithm
ISSN: 1053-587X, 1941-0476Published: New York IEEE 01.08.2004Published in IEEE transactions on signal processing (01.08.2004)“…We present a nonlinear version of the recursive least squares (RLS) algorithm. Our algorithm performs linear regression in a high-dimensional feature space…”
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Quantized Kernel Recursive Least Squares Algorithm
ISSN: 2162-237X, 2162-2388, 2162-2388Published: New York, NY IEEE 01.09.2013Published in IEEE transaction on neural networks and learning systems (01.09.2013)“… By incorporating a simple online vector quantization method, we derive a recursive algorithm to update the solution, namely the quantized kernel recursive least squares algorithm…”
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Extended Kernel Recursive Least Squares Algorithm
ISSN: 1053-587X, 1941-0476Published: New York, NY IEEE 01.10.2009Published in IEEE transactions on signal processing (01.10.2009)“…This paper presents a kernelized version of the extended recursive least squares (EX-KRLS) algorithm which implements for the first time a general linear state…”
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Quaternion kernel recursive least-squares algorithm
ISSN: 0165-1684, 1872-7557Published: Elsevier B.V 01.01.2021Published in Signal processing (01.01.2021)“…Various kernel-based algorithms have been successfully applied to nonlinear problems in adaptive filters over the last two decades. In this paper, we study a…”
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Deep kernel recursive least-squares algorithm
ISSN: 0924-090X, 1573-269XPublished: Dordrecht Springer Netherlands 01.05.2021Published in Nonlinear dynamics (01.05.2021)“…We present a new kernel-based algorithm for modeling evenly distributed multidimensional datasets that does not rely on input space sparsification. The…”
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Multivariate Chaotic Time Series Online Prediction Based on Improved Kernel Recursive Least Squares Algorithm
ISSN: 2168-2267, 2168-2275, 2168-2275Published: United States IEEE 01.04.2019Published in IEEE transactions on cybernetics (01.04.2019)“…Kernel recursive least squares (KRLS) is a kind of kernel methods, which has attracted wide attention in the research of time series online prediction. It has…”
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Kernel Recursive Least Squares Algorithm Based on the Nystr }}}}m Method With k-Means Sampling
ISSN: 1070-9908, 1558-2361Published: IEEE 2020Published in IEEE signal processing letters (2020)“…The kernel recursive least squares (KRLS) algorithm is used to improve the convergence rate and filtering accuracy of kernel adaptive filters (KAFs) in the…”
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Reduced kernel recursive least squares algorithm for aero-engine degradation prediction
ISSN: 0888-3270, 1096-1216Published: Berlin Elsevier Ltd 01.10.2017Published in Mechanical systems and signal processing (01.10.2017)“…•The novel method considers all the constraints generated by the whole training set.•The redundant data is used to modify the coefficients related to each…”
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Improved Kernel Recursive Least Squares Algorithm based Online Prediction for Nonstationary Time Series
ISSN: 1070-9908, 1558-2361Published: New York IEEE 01.01.2020Published in IEEE signal processing letters (01.01.2020)“…) criterion based KRLS algorithm is combined with the quantized kernel recursive least squares algorithm to provide an initial framework…”
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Echo state kernel recursive least squares algorithm for machine condition prediction
ISSN: 0888-3270, 1096-1216Published: Berlin Elsevier Ltd 01.10.2018Published in Mechanical systems and signal processing (01.10.2018)“…•A combination of reservoir computing and kernel adaptive filter.•The fixed reservoir facilitates the capability of performing long-term prediction.•The novel…”
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A novel extended kernel recursive least squares algorithm
ISSN: 0893-6080, 1879-2782, 1879-2782Published: United States Elsevier Ltd 01.08.2012Published in Neural networks (01.08.2012)“…In this paper, a novel extended kernel recursive least squares algorithm is proposed combining the kernel recursive least squares algorithm and the Kalman filter or its extensions to estimate or predict signals…”
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Kernel Recursive Least Squares Algorithm Based on the Nystr[Formula Omitted]m Method With [Formula Omitted]-Means Sampling
ISSN: 1070-9908, 1558-2361Published: New York The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 01.01.2020Published in IEEE signal processing letters (01.01.2020)“…The kernel recursive least squares (KRLS) algorithm is used to improve the convergence rate and filtering accuracy of kernel adaptive filters (KAFs) in the…”
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Kernel Recursive Least Squares Algorithm for Transmitter-Induced Self-Interference Cancellation
ISSN: 2577-2465Published: IEEE 01.04.2021Published in IEEE Vehicular Technology Conference (01.04.2021)“…In order to enable frequency-division duplex operation, radio frequency transceivers usually employ a spectral isolation between transmitter and receiver. Due…”
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Conference Proceeding -
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Parsimonious Kernel Recursive Least Squares Algorithm for Aero-Engine Health Diagnosis
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2018Published in IEEE access (2018)“…Kernel adaptive filtering (KAF) has gained widespread popularity among the machine learning community for online applications due to its convexity, simplicity,…”
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A novel extended kernel recursive least squares algorithm: Selected Papers from IJCNN 2011
ISSN: 0893-6080Published: Kidlington Elsevier 2012Published in Neural networks (2012)Get full text
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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) algorithm with sliding-window…”
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The kernel recursive least-squares algorithm: Special issue on machine learning methods in signal processing
ISSN: 1053-587XPublished: New York, NY Institute of Electrical and Electronics Engineers 2004Published in IEEE transactions on signal processing (2004)Get full text
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The Nearest-Instance-Centroid-Estimation Kernel Recursive Least Squares Algorithms
ISSN: 1549-7747, 1558-3791Published: New York IEEE 01.07.2020Published in IEEE transactions on circuits and systems. II, Express briefs (01.07.2020)“…The nearest-instance-centroid-estimation kernel least mean-square (NICE-KLMS) algorithm has been proposed to balance the time and space requirements in kernel…”
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Prediction of Time Series Empowered with a Novel SREKRLS Algorithm
ISSN: 1546-2226, 1546-2218, 1546-2226Published: Henderson Tech Science Press 2021Published in Computers, materials & continua (2021)“…For the unforced dynamical non-linear statespace model, a new Q1 and efficient square root extended kernel recursive least square estimation algorithm is…”
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A New Sparse Kernel RLS Algorithm for Identification of Nonlinear Systems
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2021Published in IEEE access (2021)“…The sliding window kernel recursive least squares (SW-KRLS) algorithm has been widely used in system identification because of its simple structure, low…”
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