mellon 1.0.0

Non-parametric density estimator.

Mellon is a non-parametric density estimator based on the NearestNeighbors distribution.

Installation

To install with pip you can run:

pip install mellon

Documentation

Please read the documentation or use this basic tutorial notebook.

Basic Usage

import mellon
import numpy as np

X = np.random.rand(100, 10)  # 10-dimensional state representation for 100 cells
Y = np.random.rand(100, 10)  # arbitrary test data

model = mellon.DensityEstimator()
log_density_x = model.fit_predict(X)
log_density_y = model.predict(Y)