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  • 标题:Nadaraya-Watson estimator for stochastic processes driven by stable Lévy motions
  • 本地全文:下载
  • 作者:Hongwei Long ; Lianfen Qian
  • 期刊名称:Electronic Journal of Statistics
  • 印刷版ISSN:1935-7524
  • 出版年度:2013
  • 卷号:7
  • 页码:1387-1418
  • DOI:10.1214/13-EJS811
  • 语种:English
  • 出版社:Institute of Mathematical Statistics
  • 摘要:We discuss the nonparametric Nadaraya-Watson (N-W) estimator of the drift function for ergodic stochastic processes driven by $\alpha$-stable noises and observed at discrete instants. Under geometrical mixing condition, we derive consistency and rate of convergence of the N-W estimator of the drift function. Furthermore, we obtain a central limit theorem for stable stochastic integrals. The central limit theorem has its own interest and is the crucial tool for the proofs. A simulation study illustrates the finite sample properties of the N-W estimator.
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