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If the distance between two clusters in hierarchical clustering is defined as th

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Question: If the distance between two clusters in hierarchical clustering is defined as the maximum distance between points in the clusters, what linkage method is being used?

Options:

  1. Single linkage
  2. Complete linkage
  3. Average linkage
  4. Centroid linkage

Correct Answer: Complete linkage

Solution: 

The method that defines the distance between two clusters as the maximum distance between points in the clusters is called complete linkage.

If the distance between two clusters in hierarchical clustering is defined as th

Practice Questions

Q1
If the distance between two clusters in hierarchical clustering is defined as the maximum distance between points in the clusters, what linkage method is being used?
  1. Single linkage
  2. Complete linkage
  3. Average linkage
  4. Centroid linkage

Questions & Step-by-Step Solutions

If the distance between two clusters in hierarchical clustering is defined as the maximum distance between points in the clusters, what linkage method is being used?
Correct Answer: Complete Linkage
  • Step 1: Understand that hierarchical clustering is a method of grouping data points into clusters based on their distances.
  • Step 2: Know that there are different ways to define the distance between two clusters.
  • Step 3: Identify that one way to define this distance is by looking at the maximum distance between any two points, one from each cluster.
  • Step 4: Recognize that this specific method of measuring distance is called complete linkage.
  • Hierarchical Clustering – A method of cluster analysis that seeks to build a hierarchy of clusters.
  • Linkage Methods – Different ways to define the distance between clusters in hierarchical clustering, including complete, single, and average linkage.
  • Complete Linkage – A linkage method that defines the distance between two clusters as the maximum distance between points in the clusters.
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