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文章基本信息

  • 标题:On parameter estimation of hidden ergodic Ornstein-Uhlenbeck process
  • 本地全文:下载
  • 作者:Yury A. Kutoyants
  • 期刊名称:Electronic Journal of Statistics
  • 印刷版ISSN:1935-7524
  • 出版年度:2019
  • 卷号:13
  • 期号:2
  • 页码:4508-4526
  • DOI:10.1214/19-EJS1631
  • 语种:English
  • 出版社:Institute of Mathematical Statistics
  • 摘要:We consider the problem of parameter estimation for the partially observed linear stochastic differential equation. We assume that the unobserved Ornstein-Uhlenbeck process depends on some unknown parameter and estimate the unobserved process and the unknown parameter simultaneously. We construct the One-step MLE-process for the estimator of the parameter and describe its large sample asymptotic properties, including consistency and asymptotic normality. Using the Kalman-Bucy filtering equations we construct recurrent estimators of the state and the parameter.
  • 关键词:Partially observed linear system; parameter estimation; hidden process; Kalman-Bucy filtration; ergodic process; One-step MLE-process
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