  In this report, oracle inequalities on the excess risk of the empirical risk
minimizer in the quantization framework are derived. These inequalities are
based on conditions which may be thought of as margin type conditions, such as
one derived in the statistical learning framework. Furthermore, these
inequalities derive from innovative chaining techniques and its use for
Dudley's entropy integral.
