298 citations · 934 across the 23 of their papers we have counts for
4 papers · 1 filter
Adaptation and learning over networks for nonlinear system modeling
Simone Scardapane, Jie Chen, Cédric Richard
In this chapter, we analyze nonlinear filtering problems in distributed environments, e.g., sensor networks or peer-to-peer protocols. In these scenarios, the agents in the environ…
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…
Nonlinear unmixing of hyperspectral images using a semiparametric model and spatial regularization
Jie Chen, Cédric Richard, Alfred O. Hero
Incorporating spatial information into hyperspectral unmixing procedures has been shown to have positive effects, due to the inherent spatial-spectral duality in hyperspectral scen…
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…