Samir Attallah
SIM University
72 Papers
520 Citations
Samir Attallah is an academic researcher from SIM University. The author has contributed to research in topics: Computational complexity theory & Subspace topology. The author has an hindex of 16, co-authored 72 publications. Previous affiliations of Samir Attallah include Institute for Infocomm Research Singapore & Agency for Science, Technology and Research.
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Papers
Fast algorithms for subspace tracking
Samir Attallah,Karim Abed-Meraim +1 more
TL;DR: Two normalized versions of Oja's (1992) algorithm (NOja and NOOja), which can be used for the estimation of minor and principal subspaces of a vector sequence, offer a faster convergence, orthogonality, and a better numerical stability.
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Orthogonal Oja algorithm
TL;DR: An orthogonalized version of the Oja algorithm (OOja) is proposed that can be used for the estimation of minor and principal subspaces of a vector sequence and offers advantages as orthogonality of the weight matrix.
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The wavelet transform-domain LMS adaptive filter with partial subband-coefficient updating
TL;DR: This paper proposes and analyzes the wavelet transform-domain LMS (WTDLMS) algorithm where only a subset of the adaptive filter coefficients are updated at each iteration and is tested in the context of system identification and equalization.
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A Fast Adaptive Algorithm for the Generalized Symmetric Eigenvalue Problem
Samir Attallah,Karim Abed-Meraim +1 more
TL;DR: A comparison with other adaptive algorithms from the literature, including the batch generalized singular value decomposition (GSVD) technique, is given to show the superiority of the proposed algorithm in terms of convergence performance and computational complexity.
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The wavelet transform-domain LMS algorithm: a more practical approach
TL;DR: This work shows how to exploit the redundancy which exists in the computation of the wavelet coefficients between successive iterations so as to significantly reduce the computational load of theWTDLMS algorithm.
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