Pj. Thomson et Pm. Robinson, ESTIMATION OF 2ND-ORDER PROPERTIES FROM JITTERED TIME-SERIES, Annals of the Institute of Statistical Mathematics, 48(1), 1996, pp. 29-48
Citations number
23
Categorie Soggetti
Statistic & Probability",Mathematics,"Statistic & Probability
This paper considers spectral and autocovariance estimation for a zero
-mean, band-limited, stationary process that has been sampled at time
points jittered from a regular, equi-interval, sampling scheme. The ca
se of interest is where the sampling scheme is near regular so that th
e jitter standard deviation is small compared to the sampling interval
. Such situations occur with many time series collected in the physica
l sciences including, in particular, oceanographic profiles. Spectral
estimation procedures are developed for the case of independent jitter
and autocovariance estimation procedures for both independent and dep
endent jitter. These are typically modifications of general estimation
procedures proposed elsewhere, but tailored to the particular jittere
d sampling scheme considered. The theoretical properties of these esti
mators are developed and their relative efficiencies compared. The pro
perties of the jittered sampling point process are also developed. The
se lead to a better understanding, in this situation, of more general
techniques available for processes sampled by stationary point process
es.