Title | Tracking MSE performance analysis of the ∈-NSLMS algorithm |
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Authors | Faiz, M.M.U., Zerguine, A., Asad, S.M., Mahmood, K. and Ulla Faiz, M. |
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Type | Conference paper |
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Abstract | In this paper, the tracking behavior of the ∈-normalized sign-error least mean square (NSLMS) algorithm is analyzed in the presence of white and correlated Gaussian regressors. Moreover, generic analytical expressions are derived for the optimal step-size and the corresponding optimal meansquare error (MSE) of the ∈-NSLMS algorithm for both the real- and complex-valued data cases. Additionally, a comparison between the convergence behavior of the ??-NSLMS algorithm and the ∈-normalized least mean square (NLMS) algorithm is also discussed. Finally, simulation results to corroborate our theoretical findings are presented. |
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Year | 2015 |
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Conference | 2015 International Conference on Communications, Signal Processing, and their Applications (ICCSPA'15) |
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Publisher | IEEE |
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Publication dates |
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Published | 2015 |
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Journal | 2015 International Conference on Communications, Signal Processing, and Their Applications, ICCSPA 2015 |
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Digital Object Identifier (DOI) | https://doi.org/10.1109/iccspa.2015.7081323 |
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Web address (URL) | http://www.scopus.com/inward/record.url?eid=2-s2.0-84929438947&partnerID=MN8TOARS |
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