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multiclass decision function object.

new bounds constrained solver.

pyramid_down and you give it the downsampling amount as a template argument.

--HG--
rename : examples/image_ex.cpp => examples/fhog_ex.cpp

functions with the optimization code and forced the use of function pointers.
This was to avoid triggering a bug in gcc 4.0.  Since that compiler is no
longer officially supported by dlib I've removed these checks to increase
usability.

Renamed numerical integration header to dlib/numerical_integration.h.  Changed relevant headers to include numerical_integration.h  Fixed documentation in integrate_function_adapt_simpson_abstract.h

Simpson rule.  Added unit tests and supporting examples for this
function.

Simpson rule.  Added unit tests and supporting examples for this
function.

a numerical integration method to /examples/adapt_simp.cpp