Which of the following statements is true about hierarchical clustering?

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Question: Which of the following statements is true about hierarchical clustering?

Options:

Correct Answer: It can produce a hierarchy of clusters

Solution:

Hierarchical clustering can produce a hierarchy of clusters, allowing for different levels of granularity.

Which of the following statements is true about hierarchical clustering?

Which of the following statements is true about hierarchical clustering?

Step 1: Understand what hierarchical clustering is. It is a method of grouping data points into clusters based on their similarities.
Step 2: Recognize that hierarchical clustering creates a tree-like structure called a dendrogram.
Step 3: Note that this dendrogram shows how clusters are formed at different levels of similarity.
Step 4: Realize that you can cut the dendrogram at different heights to get different numbers of clusters, which means you can see clusters at various levels of detail.
Step 5: Conclude that the statement about hierarchical clustering producing a hierarchy of clusters is true because it allows for different levels of granularity.

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