diff --git a/laboratory/method_kdey.py b/laboratory/method_kdey.py index 1ac38e1..e999652 100644 --- a/laboratory/method_kdey.py +++ b/laboratory/method_kdey.py @@ -14,6 +14,11 @@ import scipy from scipy import optimize +# TODO: optimize the bandwidth automatically +# TODO: replace the l2 metric in the kernel with the EMD, try to visualize the difference between both criteria in a 3-simplex +# TODO: think of a MMD-y variant, i.e., a MMD variant that uses the points in the simplex and possibly any non-linear kernel + + class KDEy(AggregativeProbabilisticQuantifier): BANDWIDTH_METHOD = ['auto', 'scott', 'silverman']