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Description
Linear interpolation scheme for gridding Czjzek/Extended Czjzek/User-defined distributions.
The current implementation of the probability distribution uses np.histogram2d
function to grid 400000 samples (default) over a two-dimensional grid. The histogram function generates a discrete non-continuous distribution which is okay for one-time calculation but is not optimal when used iteratively in a least-squares problem.
Proposed Solution
Use linear interpolation approximation to generate a smooth and continuous probability distribution.