2002 · 37 citations · 11 references
EngineeringPhysicsStatistical LearningStochastic ProcessesTime Series AnalysisDigital Signal ProcessingSignal ProcessingAdaptive FilteringAdaptive FiltersAdaptive Signal ProcessingFilteringGaussian DistributionsNon-gaussian FilteringStable Distributions
A large class of physical phenomenon observed in practice exhibit non-Gaussian behavior. In this paper, /spl alpha/-stable distributions, which have heavier tails than Gaussian distribution, are considered to model non-Gaussian signals. Adaptive signal processing in the presence of such kind of noise is a requirement of many practical problems. Since, direct application of commonly used adaptation techniques fail in these applications, new approaches for adaptive filtering for /spl alpha/-stable random processes are introduced.
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A family of normalized LMS algorithms
S.C. Douglas · IEEE Signal Processing Letters · 1994 · 175 citations