Disclosed is a method and apparatus for determining the new sample points
of the location determination system in a wireless environment. In the
training phase, after knowing the distribution of the observed radio
signal of a location for a target device, the uncertainty of the
probability distribution of the received radio signal is analyzed by a
location probability distribution model. The radio signal distribution
differences are calculated, and the penalties between the location in
question and its nearby locations are also calculated, thereby
determining whether a location is the candidate of new sample points or
the recalibration points. This invention has nothing to do with decision
rules and will not undergo the problems of choosing inappropriate
decision rules. It also provides a penalty model for generating penalty
of error prediction from one location to another location, which can as
well easily mitigate the problem on the sample points with the
double-role attribute of the border line.