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Definitions of non-hierarchical clustering:

• (also called k-means clustering) first determine a cluster center, then group all objects that are within a certain distance examples: Sequential Threshold method - first determine a cluster center, then group all objects that are within a predetermined threshold from the center - one cluster is created at a time Parallel Threshold method - simultaneously several cluster centers are determined, then objects that are within a predetermined threshold from the centers are grouped Optimizing ...
  en.wikipedia.org/wiki/Cluster_analysis_(in_marketing)
• (also called k-means clustering)
  www.dictionaryofeverything.com/explore/623/Cluster_analysis_(in_marketing).html

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