Added Fisher KDA, the module (kernel.py) for kernel-relevant functions and expanded demo_mimicryphenotype with KDA demo.
C: In manifolds.fisherkda the automatic choice of scale parameter is now chosen based on training observations only.
Added kernel discriminant analysis, rule-of-thumb scale choice for kernel methods and added kda to demo.