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• W2023806887 abstract "We propose a novel kernel adaptive filtering algorithm, dubbed Parallel HYperslab Projection along Affine Sub-Spaces (Φ-PASS), which reuses observed data efficiently. We first derive its fully-updating version that projects the current filter onto multiple hyperslabs in parallel along the dictionary subspace. Each hyperslab accommodates one of the data observed up to the present time instant. The algorithm is derived with the adaptive projected subgradient method (APSM) based on which a convergence analysis is presented. We then generalize the algorithm so that only a few coefficients, whose associated dictionary-data are coherent to the datum of each hyperslab, can be updated selectively for low complexity. This is accomplished by performing the hyperslab projections along affine subspaces defined with the selected dictionary-data. Numerical examples show the efficacy of the proposed algorithm." @default.
• W2023806887 created "2016-06-24" @default.
• W2023806887 creator A5029561892 @default.
• W2023806887 creator A5083413740 @default.
• W2023806887 date "2013-05-01" @default.
• W2023806887 modified "2023-09-24" @default.
• W2023806887 title "An efficient data-reusing kernel adaptive filtering algorithm based on Parallel HYperslab Projection along Affine Subspaces" @default.
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• W2023806887 doi "https://doi.org/10.1109/icassp.2013.6638320" @default.
• W2023806887 hasPublicationYear "2013" @default.
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