Dear editor,Most of the spectrum sensing techniques are designed for Gaussian noise.These techniques do not consider the environment with the non-Gaussian(impulsive or heavy-tailed)noise.In a wireless communication sy...
Asymptotic results are obtained using an approach based on limit theorem results obtained for α-mixing sequences for the class of general spacings (GSP) methods which include the maximum spacings (MSP) method. The MS...
Maximum likelihood (ML) estimation for the generalized asymmetric Laplace (GAL) distribution also known as Variance gamma using simplex direct search algorithms is investigated. In this paper, we use numerical direct ...
Time-varying coefficient models are useful in longitudinal data analysis. Various efforts have been invested for the estimation of the coefficient functions, based on the least squares principle. Related work includes...
supported by the National Natural Science Foundation for Young Scientists of China under Grant No.11101397;the Natural Sciences and Engineering Research Council of Canada
In this paper, the authors consider an adaptive recursive algorithm by selecting an adaptive sequence for computing M-estimators in multivariate linear regression models. Its asymptotic property is investigated. The r...
Supported by National Natural Science Foundation of China (Grant Nos. 10871153 and 10971047)
In this paper, the moderate deviations for the M-estimators of regression parameter in a linear model are obtained when the errors form a strictly stationary Ф-mixing sequence. The results are applied to study many d...
Edge preserved smoothing techniques have gained importance for the purpose of image processing applications A good edge preserving filter is given by nonlocal-means filter rather than any other linear model based appr...
supported by the Natural Sciences and Engineering Research Council of Canada;the National Natural Science Foundation of China;the Doctorial Fund of Education Ministry of China;supported by the Natural Sciences and Engineering Research Council of Canada;supported by the National Natural Science Foundation of China
Recursive algorithms are very useful for computing M-estimators of regression coefficients and scatter parameters. In this article, it is shown that for a nondecreasing ul (t), under some mild conditions the recursi...
National Natural Science Foundation of China (No.10771192)
Under some mild conditions, we establish a strong Bahadur representation of a general class of nonparametric local linear M-estimators for mixing processes on a random field. If the socalled optimal bandwidth hn = O(...