
In this paper, we study nonparametric estimation of the Lévy density for pure jump Lévy processes. We consider $n$ discrete time observations with step $\Delta$. The asymptotic framework is: $n$ tends to infinity, $\Delta=\Delta_n$ tends to zero while $n\Delta_n$ tends to infinity. First, we use a Fourier approach (``frequency domain"): this allows to construct an adaptive nonparametric estimator and to provide a bound for the global ${\mathbb L}^2$-risk. Second, we use a direct approach (``time domain") which allows to construct an estimator on a given compact interval. We provide a bound for ${\mathbb L}^2$-risk restricted to the compact interval. We discuss rates of convergence and give examples and simulation results for processes fitting in our framework.
Statistics and Probability, [STAT.TH] Statistics [stat]/Statistics Theory [stat.TH], Markov processes: estimation; hidden Markov models, Applied Mathematics, Adaptive nonparametric estimation. High frequency data. Lévy processes. Projection estimators, Computational problems in statistics, projection estimators, Processes with independent increments; Lévy processes, Projection estimators, Density estimation, High frequency data, Lévy processes, Asymptotic properties of nonparametric inference, Modelling and Simulation, Adaptive nonparametric estimation, Adaptive nonparametric estimation. High frequency data. Lévy processes. Projection estimators., [MATH.MATH-ST] Mathematics [math]/Statistics [math.ST], adaptive nonparametric estimation, high frequency data
Statistics and Probability, [STAT.TH] Statistics [stat]/Statistics Theory [stat.TH], Markov processes: estimation; hidden Markov models, Applied Mathematics, Adaptive nonparametric estimation. High frequency data. Lévy processes. Projection estimators, Computational problems in statistics, projection estimators, Processes with independent increments; Lévy processes, Projection estimators, Density estimation, High frequency data, Lévy processes, Asymptotic properties of nonparametric inference, Modelling and Simulation, Adaptive nonparametric estimation, Adaptive nonparametric estimation. High frequency data. Lévy processes. Projection estimators., [MATH.MATH-ST] Mathematics [math]/Statistics [math.ST], adaptive nonparametric estimation, high frequency data
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