How to deal with the fact that the space of
all possible parameters vectors is huge
•
If there is enough data to make most parameter
vectors very unlikely, only a tiny fraction of the
parameter space makes a significant
contribution to the predictions.
–
Maybe we can just sample parameter vectors
in this tiny fraction of the space.
Sample weight vectors
with this probability