mmd-critic 0.1.0

Python package for the MMD Critic method

mmd-critic

A Python package for implementing the Maximum Mean Discrepancy Critic (MMD-Critic) method. This method is commonly used to find prototypes and criticisms (outliers, roughly speaking) in datasets.

Installation

You can install the package via pip:

pip install mmd-critic

Usage

from mmd_critic import MMDCritic
from mmd_critic.kernels import RBFKernel

critic = MMDCritic(X, RBFKernel(sigma=1))

protos = critic.select_prototypes(50)
criticisms = critic.select_criticisms(10, protos)

See more in the examples

More Info

Read my article for more info on the MMD critic method. I also encourage you to read the original paper.

Acknowledgements

The implementation here is based on Been Kim's original implementation and paper