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Which of the following scenarios is best suited for hierarchical clustering?
Which of the following scenarios is best suited for hierarchical clustering?
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Practice Questions
1 question
Q1
Which of the following scenarios is best suited for hierarchical clustering?
When the number of clusters is known
When the data is high-dimensional
When a hierarchy of clusters is desired
When speed is a priority
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Hierarchical clustering is ideal when a hierarchy of clusters is needed, as it provides a detailed view of the data structure.
Questions & Step-by-step Solutions
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Q
Q: Which of the following scenarios is best suited for hierarchical clustering?
Solution:
Hierarchical clustering is ideal when a hierarchy of clusters is needed, as it provides a detailed view of the data structure.
Steps: 5
Show Steps
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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