  We describe a statistical hypothesis test for the presence of a signal based
on the likelihood ratio statistic. We derive the test for a case of interest
and also show that for that case the test works very well, even far out in the
tails of the distribution. We also study extensions of the test to cases where
there are multiple channels.
