Kj. Worsley, BOUNDARY CORRECTIONS FOR THE EXPECTED EULER CHARACTERISTIC OF EXCURSION SETS OF RANDOM-FIELDS, WITH AN APPLICATION TO ASTROPHYSICS, Advances in Applied Probability, 27(4), 1995, pp. 943-959
Certain images arising in astrophysics and medicine are modelled as sm
ooth random fields inside a fixed region, and experimenters are intere
sted in the number of 'peaks', or more generally, the topological stru
cture of 'hot-spots' present in such an image. This paper studies the
Euler characteristic of the excursion set of a random field; the excur
sion set is the set of points where the image exceeds a fixed threshol
d, and the Euler characteristic counts the number of connected compone
nts in the excursion set minus the number of 'holes'. For high thresho
lds the Euler characteristic is a measure of the number of peaks. The
geometry of excursion sets has been studied by Adler (1981) who gives
the expectation of two excursion set characteristics, called the DT (d
ifferential topology) and IG (integral geometry) characteristics, whic
h equal the Euler characteristic provided the excursion set does not t
ouch the boundary of the region. Worsley (1995) finds a boundary corre
ction which gives the expectation of the Euler characteristic itself i
n two and three dimensions. The proof uses a representation of the Eul
er characteristic given by Hadwiger (1959). The purpose of this paper
is to give a general result for any number of dimensions. The proof ta
kes a different approach and uses a representation from Morse theory.
Results are applied to the recently discovered anomalies in the cosmic
microwave background radiation, thought to be the remnants of the cre
ation of the universe.