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On the Estimation of the Probability Density by Trigonometric Series
Authors:Nora Saadi
Institution:Laboratory LAMOS , University of Bejaia , Bejaia, Algeria
Abstract:We present in this article an estimator based on a new orthogonal trigonometric series. We give its statistical properties (bias, variance, mean square error, and mean integrated square error) and the asymptotic properties (convergence of variance, convergence of the mean square error, convergence of the mean integrated square error, uniform convergence in probability, and the rate of convergence of the mean integrated square error). The comparison by simulation on a test density between the estimator obtained from a new trigonometric series with Fejer estimator also based on orthogonal trigonometric series, shows that our estimator is more performant in the sense of the mean integrated square error.
Keywords:Density estimate  Mean integrated square error  Orthogonal trigonometric series
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