P. Bertrand, MEAN INTEGRATED SQUARE ERROR FOR DIFFERENT ESTIMATORS OF THE DIFFUSION-COEFFICIENT OF A DIFFUSION PROCESS, Comptes rendus de l'Academie des sciences. Serie 1, Mathematique, 327(4), 1998, pp. 399-404
Let (X-t) be a diffusion process satisfying X-t = b(t, X-t)dt + theta(
t)h(X-t)dW(t), a sample path of this process (X-t) is observed at disc
rete times ti = i Delta for i = 1,..., N. We compare two non parametri
c estimators of theta(t) which is assumed to be a piecewise constant f
unction: wavelet estimator in the Haar basis and centred moving averag
e estimator (CMAE), mean integrated square error (MISE) is proved to b
e most often smaller for CMAE. Numerical simulation is done to illustr
ate this fact. (C) Academie des Sciences/Elsevier, Paris