In hierarchical clustering, what is the result of a dendrogram?

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Question: In hierarchical clustering, what is the result of a dendrogram?

Options:

Correct Answer: A visual representation of the clustering process

Solution:

A dendrogram visually represents the arrangement of clusters and the distances at which they are merged.

In hierarchical clustering, what is the result of a dendrogram?

In hierarchical clustering, what is the result of a dendrogram?

Correct Answer: Dendrogram ek visual representation hai clusters ka aur unke merge hone ki distances ka.

Step 1: Understand that hierarchical clustering is a method used to group similar items together.
Step 2: Know that a dendrogram is a tree-like diagram that shows how these groups (clusters) are formed.
Step 3: Realize that the dendrogram displays the clusters on the vertical axis and the distance or dissimilarity between them on the horizontal axis.
Step 4: Observe that as you move up the dendrogram, clusters are merged together based on their similarity.
Step 5: Conclude that the dendrogram helps visualize the relationships between clusters and the order in which they are combined.

Hierarchical Clustering – A method of cluster analysis that seeks to build a hierarchy of clusters.
Dendrogram – A tree-like diagram that illustrates the arrangement of clusters based on their distances.
Cluster Merging – The process of combining clusters based on their similarity or distance.