| Density Sketch |
| -------------- |
| Builds a coreset from the given set of input points. |
| Provides density estimate at a given point. |
| |
| Based on the following paper: Zohar Karnin, Edo Liberty |
| "Discrepancy, Coresets, and Sketches in Machine Learning" |
| https://proceedings.mlr.press/v99/karnin19a/karnin19a.pdf |
| |
| Inspired by the following implementation: https://github.com/edoliberty/streaming-quantiles/blob/f688c8161a25582457b0a09deb4630a81406293b/gde.py |
| |
| .. autoclass:: datasketches.density_sketch |
| :members: |
| :undoc-members: |
| |
| .. autoclass:: datasketches.GaussianKernel |
| :members: |