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Journal of Time Series Analysis
Article . 2018 . Peer-reviewed
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Article . 2018
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https://dx.doi.org/10.48550/ar...
Article . 2017
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Kernel Entropy Estimation for Linear Processes

Kernel entropy estimation for linear processes
Authors: Sang, Hailin; Sang, Yongli; Xu, Fangjun;

Kernel Entropy Estimation for Linear Processes

Abstract

Let {X n :n∈N}be a linear process with bounded probability density function f(x). We study the estimation of the quadratic functional ∫ R f 2(x)dx. With a Fourier transform on the kernel function and the projection method, it is shown that, under certain mild conditions, the estimator has similar asymptotical properties as the i.i.d. case studied in Giné and Nickl if the linear process {X n :n∈N}has the defined short range dependence. We also provide an application to divergence and the extension to multi‐variate linear processes. The simulation study for linear processes with Gaussian and α‐stable innovations confirms our theoretical results. As an illustration, we estimate the divergences among the density functions of average annual river flows for four rivers and obtain promising results.

Keywords

Probability (math.PR), Central limit and other weak theorems, Mathematics - Statistics Theory, Statistics Theory (math.ST), linear process, Density estimation, Time series, auto-correlation, regression, etc. in statistics (GARCH), kernel entropy estimation, Stationary stochastic processes, FOS: Mathematics, quadratic functional, Nonparametric estimation, projection operator, Mathematics - Probability

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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
7
Top 10%
Top 10%
Average
Green
bronze