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KMeans Based Algorithms

  • KMeans
  • 3W-KMeans
  • GB-KMeans
  • 3W-GB-KMeans

DPC Based Algorithms

  • DPC
  • 3W-DPC
  • GB-DPC
  • 3W-GB-DPC

Runtime Environment

  • OS: Windows 10
  • IDE: Pycharm Community 2024.1.4
  • Programming Language: Python 3.11.9
  • Python Packages: Refer to requirements.txt

Validity Indices for Clustering Algorithms

  • DBI
  • ASI
  • CHI
  • DUNN

About Files

  • examples_distance.dat is one of the supplementary files in "Clustering by fast search and find of density peaks "
  • sample.txt is an example dataset with 4000 instances and each instance has two features
  • validity_index.py is a list internal validity indices of clustering algorithms
  • requirements.txt is python packages with specific versions

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Implement several common used clustering algorithms using python

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