Empirical Multivariate Cumulative Distribution Function.
Main features of MultiCDF.jl
:
- Provides a way to represent multivariate ECDFs, calculate their values at arbitrary points;
- Includes an efficient algorithm to compute ECDF at a grid of points at once;
- Supports a variety of point types:
Tuple
s,NamedTuple
s,StaticVector
s (doesn't depend onStaticArrays
itself); - Can calculate marginal ECDFs taking a subset of parameters into account;
- Computes generalized ECDFs: arbitrary signs (
<=
/>=
/<
/>
), arbitraryOnlineStats
statistics instead of simple counting.
See a Pluto notebook for examples and benchmarks.