Strong consistency of the mode of multivariate recursive kernel density estimator under strong mixing hypothesis

Q4 Mathematics Theory of Stochastic Processes Pub Date : 2021-12-11 DOI:10.37863/tsp-5865169817-24
Fatma Ben Khadher, Y. Slaoui
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Abstract

In this research paper, we define a kernel estimator of the mode based on the recursive kernel density estimator developed by [23]. In addition, we establish its almost sure convergence under strong mixing hypothesis. Finally, we corroborate these theoretical results through numerical simulations.
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强混合假设下多元递归核密度估计模的强相合性
在本文中,我们在[23]提出的递归核密度估计量的基础上定义了模态的核估计量。此外,我们还在强混合假设下建立了它的几乎肯定收敛性。最后,通过数值模拟对理论结果进行了验证。
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Theory of Stochastic Processes
Theory of Stochastic Processes Mathematics-Applied Mathematics
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