freesinger / density_peak_clustering

An optimized clustering framework for 'Clustering by fast search and find of density peaks' in Science 2014.

Density Peak Clustering

1. Dependencies

Python: 3.6.7

Lib: numpy, matplotlib

2. Files

• data: Given data from this essay
• images: Generated images for constructing framework
• references: Essays used for this projects
• report: Records and report
• data_process.py: Data processing
• cluster.py: Find cluster center and classify points
• setup.py: Process given data and visualizing
• generatePoints.py: Generating testing points dataset
• plot.py: Process generated data and visualizing

3. Usage

• Show the performance on given dataset:

>_ python3.6 setup.py

• Show the performance on generate dataset:

>_ python3.6 generatePoints.py

>_ python3.6 plot.py

4. Performances

• Dataset to be clustering:

• After clustering:

License