Describe: This paper introduces the k-means algorithm and an improved K-means algorithm, which is based on pairwise constraints Cop-kmeans algorithm. The algorithm combines the Must-Link and the Cannot-Link constraints, these two types of data objects bound in the "supervision" under the division.

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