Which of the following scenarios is best suited for hierarchical clustering?

Practice Questions

Q1
Which of the following scenarios is best suited for hierarchical clustering?
  1. When the number of clusters is known
  2. When the data is high-dimensional
  3. When a hierarchy of clusters is desired
  4. When speed is a priority

Questions & Step-by-Step Solutions

Which of the following scenarios is best suited for hierarchical clustering?
Correct Answer: When you need to understand the structure of data in a hierarchy.
  • Step 1: Understand what hierarchical clustering is. It is a method of clustering that builds a hierarchy of clusters.
  • Step 2: Identify when you need a hierarchy. This is useful when you want to see how clusters are related to each other.
  • Step 3: Look for scenarios where data can be grouped in a tree-like structure. For example, if you have data that can be divided into subgroups.
  • Step 4: Consider if you need detailed insights. Hierarchical clustering gives you a detailed view of how data points are grouped.
  • Step 5: Conclude that hierarchical clustering is best when you need to understand the relationships and structure of the data.
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