
Correlation Clustering
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High Quality Content by WIKIPEDIA articles! High Quality Content by WIKIPEDIA articles! Correlation clustering operates in a scenario where the relationship between the objects is known instead of the actual representation of the objects. For example, given a fully connected graph G = (V,E) where the edge label indicates whether two nodes are similar (+) or different ( ), the task is to cluster the vertices such that similar objects are grouped together. Unlike other clustering algorithms this doesn't require to choose the number of clusters k to be specified because the objective is to minimi...
High Quality Content by WIKIPEDIA articles! High Quality Content by WIKIPEDIA articles! Correlation clustering operates in a scenario where the relationship between the objects is known instead of the actual representation of the objects. For example, given a fully connected graph G = (V,E) where the edge label indicates whether two nodes are similar (+) or different ( ), the task is to cluster the vertices such that similar objects are grouped together. Unlike other clustering algorithms this doesn't require to choose the number of clusters k to be specified because the objective is to minimize the disagreements and is independent of the number of clusters.