In hierarchical clustering, what does 'agglomerative' mean?

Practice Questions

Q1
In hierarchical clustering, what does 'agglomerative' mean?
  1. Clusters are formed by splitting larger clusters
  2. Clusters are formed by merging smaller clusters
  3. Clusters are formed randomly
  4. Clusters are formed based on a predefined distance

Questions & Step-by-Step Solutions

In hierarchical clustering, what does 'agglomerative' mean?
Correct Answer: Agglomerative means starting with individual points and merging them.
  • Step 1: Understand that hierarchical clustering is a method of grouping data points based on their similarities.
  • Step 2: Know that 'agglomerative' means starting with individual data points as separate clusters.
  • Step 3: Realize that in agglomerative clustering, you look for the closest clusters and merge them together.
  • Step 4: Continue merging clusters until all data points are combined into one large cluster or until a desired number of clusters is reached.
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