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The K-Means algorithm is simple but in the figure we see its limitations in this hypothetical circular dataset that evidently has two circular clusters. By

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The K-Means algorithm is simple but in the figure we see its limitations in this hypothetical circular dataset that evidently has two circular clusters. By analyzing its equations, explain why K-Means is unable to cluster the dataset properly by being constrained to identify clusters with linear cluster boundaries as shown in the figure (red and black clusters)

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