JuliaDynamics / ClusteringAPI.jl

Common API for clustering algorithms in Julia

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ClusteringAPI

A common interface for clustering data. The interface is composed of the abstract types:

  • ClusteringAlgorithm
  • ClusteringResult

which interplay with the functions:

  • cluster
  • cluster_number
  • cluster_labels
  • cluster_probs

To create new clustering algorithms simply create a new subtype of ClusteringAlgorithm that extends cluster so that it returns a new subtype of ClusteringResult. The result must extend cluster_number, cluster_labels and optionally cluster_probs.

Note that data input type must always be AbstractVector of vectors (anything that can have distance defined). Two helper functions each_data_point, input_data_size can help making this harmonious with matrix inputs.

For more, see the docstring of cluster.

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Common API for clustering algorithms in Julia

License:MIT License


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