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RATE OF ESTIMATION FOR THE STATIONARY DISTRIBUTION OF STOCHASTIC DAMPING HAMILTONIAN SYSTEMS WITH CONTINUOUS OBSERVATIONS

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  • Additional Information
    • Contributors:
      Laboratoire de Probabilités, Statistique et Modélisation (LPSM (UMR_8001)); Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité); Laboratoire de Mathématiques et Modélisation d'Evry (LaMME); Ecole Nationale Supérieure d'Informatique pour l'Industrie et l'Entreprise (ENSIIE)-Université d'Évry-Val-d'Essonne (UEVE)-Université Paris-Saclay-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE); Graduate school of mathematics; The University of Tokyo (UTokyo)
    • Publication Information:
      HAL CCSD
      Institut Henri Poincaré (IHP)
    • Publication Date:
      2022
    • Abstract:
      International audience ; We study the problem of the non-parametric estimation for the density π of the stationary distribution of a stochastic two-dimensional damping Hamiltonian system (Z_t) t∈[0,T ] = (X_t, Y_t) t∈[0,T ]. From the continuous observation of the sampling path on [0, T ], we study the rate of estimation for π(x_0 , y_0) as T → ∞. We show that kernel based estimators can achieve the rate T^{−v} for some explicit exponent v ∈ (0, 1/2). One finding is that the rate of estimation depends on the smoothness of π and is completely different with the rate appearing in the standard i.i.d. setting or in the case of two-dimensional non degenerate diffusion processes. Especially, this rate depends also on y 0. Moreover, we obtain a minimax lower bound on the L 2-risk for pointwise estimation, with the same rate T^{−v}, up to log(T) terms.
    • Relation:
      info:eu-repo/semantics/altIdentifier/arxiv/2001.10423; hal-02455744; https://hal.science/hal-02455744; https://hal.science/hal-02455744/document; https://hal.science/hal-02455744/file/stationary_hypo_v7_HaL.pdf; ARXIV: 2001.10423
    • Accession Number:
      10.1214/21-aihp1237
    • Online Access:
      https://doi.org/10.1214/21-aihp1237
      https://hal.science/hal-02455744
      https://hal.science/hal-02455744/document
      https://hal.science/hal-02455744/file/stationary_hypo_v7_HaL.pdf
    • Rights:
      info:eu-repo/semantics/OpenAccess
    • Accession Number:
      edsbas.17F761BC