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The leader algorithm represents each cluster by a point, known as a leader, and assign each point to the cluster corresponding to the closest leader, unless this distance is above a user-specified threshold. In that case, the point becomes the leader of a new cluster. Compare the advantages and disadvantages of the leader algorithm to K-means and propose ways to improve the leader algorithm.

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