S. Delattre et J. Jacod, A CENTRAL-LIMIT-THEOREM FOR NORMALIZED FUNCTIONS OF THE INCREMENTS OFA DIFFUSION PROCESS, IN THE PRESENCE OF ROUND-OFF ERRORS, Bernoulli, 3(1), 1997, pp. 1-28
Let X be a one-dimensional diffusion process. For each n greater than
or equal to 1 we have a round-off level alpha(n) > 0 and we consider t
he rounded-off value X-t((alpha n)) = alpha(n)[X-t/alpha(n)]. We are i
nterested in the asymptotic behaviour of the process U(n,phi)(t) = 1/n
Sigma(1 less than or equal to i less than or equal to[nt])phi(X(i-1/n
)((alpha n)),root n(X-i/n((alpha n)) - X(i-1/n)((alpha n)) - X(i-1/n)(
(alpha n))) as n goes to +infinity: under suitable assumptions on phi,
and when the sequence alpha(n) root n goes to a limit beta is an elem
ent of [0, infinity), we prove the convergence of U(n,phi) to a limiti
ng process in probability (for the local uniform topology), and an ass
ociated central limit theorem. This is motivated mainly by statistical
problems in which one wishes to estimate a parameter occurring in the
diffusion coefficient, when the diffusion process is observed at time
s i/n and is subject to rounding off at some level alpha(n) which is '
small' but not 'very small'.