GMM2D

This repo contains the 2D implementation of Hierarchical Gaussian Mixture Model (HGMM) (see paper).

Requirements

Visual Studio 2019 Community and .net 4.7.2

Implementation Details

We rigorously followed the implementation details in the paper using hard partition and non-parallel construction. The development process is two-fold: we started with a flat, one level implementation, then we added a hierarchical architecture that recursively generates predictions as a multi-level gaussian tree. Following topics are covered in wiki:

Initialization
Flat GMM
HGMM
Functionalities
Future Improvements

DEMO Usage

To better demonstrate the HGMM algorithm, we created a GUI for inputting parameters and visualizing the HGMM fit at each level of the hierarchy. Following topics are covered in wiki:

Status Label
Configuration Settings
Menu
Common Application Workflow
Common Errors

About

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