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Describe in detail the steps of the K-means algorithm. Make sure that you define the input...

Describe in detail the steps of the K-means algorithm. Make sure that you define the input to the algorithm, the output, and the dimensionality of all the variables that you use.

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If k is given, the K-means algorithm can be executed in the following steps:

  • Partition of objects into k non-empty subsets
  • Identifying the cluster centroids (mean point) of the current partition.
  • Assigning each point to a specific cluster
  • Compute the distances from each point and allot points to the cluster where the distance from the centroid is minimum.
  • After re-allotting the points, find the centroid of the new cluster formed.

The step by step process:

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