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2021 CS504 Computational Geometry Project with one teammate

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Computational Geometry class Project

You can see the result by runnning del.py

image

This project is aimed to cluster data in 2D (can be extended N-dim using Delaunay Triangulation for high dimension)

(1) The left figure shows raw-data
(2) The middel figure shows delaunay triangulation result
(3) The right figure shows clustered result using delaunay triangulation

The algorithm:

(1) Delaunay-Triangualte given data
(2) Remove global effects (remove globally long edges) with respect to mean and variation of length
(3) Remove local effects (remove locally long edges)

(3-1) by considering vertex dimension
(3-2) by applying other clustering algorithms (KMeans, DBSCAN, GMM, Mean shift)

Presentation File

: https://docs.google.com/presentation/d/1J7F2x0UvBO2rQap1j_PKufk_gjNILNFGBiLs-DkWoKk/edit?usp=sharing

image

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2021 CS504 Computational Geometry Project with one teammate

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