Which of the following is a limitation of hierarchical clustering?

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Question: Which of the following is a limitation of hierarchical clustering?

Options:

Correct Answer: It can only handle small datasets

Solution:

Hierarchical clustering can be computationally expensive and is generally limited to smaller datasets due to its complexity.

Which of the following is a limitation of hierarchical clustering?

Which of the following is a limitation of hierarchical clustering?

Step 1: Understand what hierarchical clustering is. It is a method of grouping data points into a tree-like structure based on their similarities.
Step 2: Recognize that hierarchical clustering involves calculating distances between all pairs of data points.
Step 3: Realize that as the number of data points increases, the number of distance calculations increases significantly, making the process slower.
Step 4: Conclude that because of this complexity, hierarchical clustering is not efficient for large datasets and is better suited for smaller ones.

No concepts available.