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Parameter Estimation for Non-Stationary Fisher- Snedecor Diffusion (CROSBI ID 282363)

Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija

Kulik, Alexei ; Leonenko, Nikolai ; Papić, Ivan ; Šuvak, Nenad Parameter Estimation for Non-Stationary Fisher- Snedecor Diffusion // Methodology and computing in applied probability, 22 (2020), 3; 1023-1061. doi: 10.1007/s11009-019-09755-z

Podaci o odgovornosti

Kulik, Alexei ; Leonenko, Nikolai ; Papić, Ivan ; Šuvak, Nenad

engleski

Parameter Estimation for Non-Stationary Fisher- Snedecor Diffusion

The problem of parameter estimation for the non- stationary ergodic diffusion with FisherSnedecor invariant distribution, to be called Fisher- Snedecor diffusion, is considered. We propose generalized method of moments (GMM) estimator of unknown parameter, based on continuous-time observations, and prove its consistency and asymptotic normality. The explicit form of the asymptotic covariance matrix in asymptotic normality framework is calculated according to the new iterative technique based on evolutionary equations for the point-wise covariations. The results are illustrated in a simulation study covering various starting distributions and parameter values

Fisher-Snedecor diffusion ; Generalized method of moments (GMM) ; P-consistency ; Asymptotic normality ; Iterative technique for the calculation of the asymptotic covariance matrix

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Podaci o izdanju

22 (3)

2020.

1023-1061

objavljeno

1387-5841

1573-7713

10.1007/s11009-019-09755-z

Trošak objave rada u otvorenom pristupu

APC

Povezanost rada

Matematika

Poveznice
Indeksiranost