Ce. Priebe et al., A SPATIAL SCAN STATISTIC FOR STOCHASTIC SCAN PARTITIONS, Journal of the American Statistical Association, 92(440), 1997, pp. 1476-1484
This article develops a spatial scan statistic for homogeneity analysi
s of point processes that utilizes stochastic scan partitions. The der
ivation of the sampling distribution for the statistic yields an exact
test. This test has the potential for improved power over conventiona
l alternatives when the point process is embedded in an underlying con
tinuous random field and is recommended in situations for which the lo
cation of subregions of nonhomogeneity in the point process correspond
to regions in the underlying field that can be segmented as distinct
from their surroundings. The application to the detection of clustered
microcalcifications in digital mammography is investigated as a motiv
ating example.