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Which of the following algorithms is commonly used for hierarchical clustering?

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Question: Which of the following algorithms is commonly used for hierarchical clustering?

Options:

  1. K-means
  2. DBSCAN
  3. Agglomerative clustering
  4. Gaussian Mixture Models

Correct Answer: Agglomerative clustering

Solution:

Agglomerative clustering is a popular method for hierarchical clustering, where clusters are formed by merging smaller clusters.

Which of the following algorithms is commonly used for hierarchical clustering?

Practice Questions

Q1
Which of the following algorithms is commonly used for hierarchical clustering?
  1. K-means
  2. DBSCAN
  3. Agglomerative clustering
  4. Gaussian Mixture Models

Questions & Step-by-Step Solutions

Which of the following algorithms is commonly used for hierarchical clustering?
  • Step 1: Understand what hierarchical clustering means. It is a method of grouping data points into a tree-like structure called a dendrogram.
  • Step 2: Learn about agglomerative clustering. This is a type of hierarchical clustering.
  • Step 3: Know that in agglomerative clustering, you start with each data point as its own cluster.
  • Step 4: Gradually merge the closest clusters together until all points are in one cluster or until a stopping criterion is met.
  • Step 5: Recognize that agglomerative clustering is commonly used because it is simple and effective for many types of data.
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