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20132022
most citedTransient Theoretical Analysis of Diffusion RLS Algorithm for Cyclostationary Colored Inputs

17 citations · 21 across the 5 of their papers we have counts for

collaborators

5 papers

eess.SP2022

Adaptive Random Fourier Features Kernel LMS

Wei Gao, Jie Chen, Cédric Richard +2

We propose the adaptive random Fourier features Gaussian kernel LMS (ARFF-GKLMS). Like most kernel adaptive filters based on stochastic gradient descent, this algorithm uses a pres…

eess.SP2021

Transient Performance Analysis of the -RLS

Wei Gao, Jie Chen, Cédric Richard +2

The recursive least-squares algorithm with -norm regularization (-RLS) exhibits excellent performance in terms of convergence rate and steady-state error in identif…

eess.SP2021★ 17 cited

Transient Theoretical Analysis of Diffusion RLS Algorithm for Cyclostationary Colored Inputs

Wei Gao, Jie Chen, Cédric Richard

Convergence of the diffusion RLS (DRLS) algorithm to steady-state has been extensively studied in the literature, whereas no analysis of its transient convergence behavior has been…

stat.ML2013

Convergence analysis of kernel LMS algorithm with pre-tuned dictionary

Jie Chen, Wei Gao, Cédric Richard +1

The kernel least-mean-square (KLMS) algorithm is an appealing tool for online identification of nonlinear systems due to its simplicity and robustness. In addition to choosing a re…

stat.ML2013★ 4 cited

Online dictionary learning for kernel LMS. Analysis and forward-backward splitting algorithm

Wei Gao, Jie Chen, Cédric Richard +1

Adaptive filtering algorithms operating in reproducing kernel Hilbert spaces have demonstrated superiority over their linear counterpart for nonlinear system identification. Unfort…