Which of the following is NOT a characteristic of hierarchical clustering?

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Question: Which of the following is NOT a characteristic of hierarchical clustering?

Options:

Correct Answer: Requires the number of clusters to be specified in advance

Solution:

Hierarchical clustering does not require the number of clusters to be specified in advance; it builds a hierarchy of clusters.

Which of the following is NOT a characteristic of hierarchical clustering?

Which of the following is NOT a characteristic of hierarchical clustering?

Step 1: Understand what hierarchical clustering is. It is a method of clustering that creates a tree-like structure of clusters.
Step 2: Know that in hierarchical clustering, you do not need to decide how many clusters you want before starting. It automatically creates clusters based on the data.
Step 3: Identify the characteristics of hierarchical clustering. One key characteristic is that it builds a hierarchy of clusters.
Step 4: Recognize that the question is asking for something that is NOT a characteristic of hierarchical clustering.
Step 5: Conclude that since hierarchical clustering does not require the number of clusters to be specified in advance, this is a correct statement about its characteristics.

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