What is a dendrogram?

Question

BlackTom AI · Accepted Answer

A dendrogram is a tree diagram used to illustrate the arrangement of clusters produced by hierarchical clustering.

1. Relevant knowledge points and concepts
- Hierarchical clustering produces a nested sequence of clusters, either by agglomerative (bottom-up) merging or divisive (top-down) splitting.
- A dendrogram graphically represents that nesting: leaves (bottom) are individual observations, branches show cluster merges/splits, and vertical height indicates the dissimilarity or linkage distance at which clusters combined.
- Linkage methods (single, complete, average, Ward) affect branch heights and shapes but not the fact that the output is a tree-like diagram.

2. Step-by-step reasoning process
- Hierarchical clustering generates a series of cluster joins (agglomerative): at each step two clusters are merged based on a distance criterion.
- Each merge becomes an internal node in the tree; plotting those merges versus their distances yields the dendrogram.
- Cutting the dendrogram at a chosen height produces a partition into clusters corresponding to that dissimilarity threshold.

3. Calculations / intermediate steps
- Example (illustrative): distances between points A–E computed → smallest pair merged at distance d1 → next merge at d2 → continue until one cluster remains. Plot merges at d1, d2, … on vertical axis to form the dendrogram. (No numeric values required here.)

4. Why the correct answer is correct
- The correct option describes exactly what a dendrogram is: a tree diagram that illustrates the arrangement of clusters produced by hierarchical clustering, including the order and distance of merges.

5. Why the other options are incorrect
- “A hierarchal clustering algorithm”: incorrect because the dendrogram is the visualization/output, not the clustering algorithm itself.
- “A type of bar chart diagram to visualise k-Means clusters”: incorrect because k-means is a partitional method and typically not represented by a dendrogram or bar chart; dendrograms are not bar charts.
- “A tree diagram used to illustrate the arrangement of clusters in partitional clustering”: incorrect because partitional clustering (e.g., k-means) yields a flat partition without nested merges, so a dendrogram does not apply.

6. Conclusion
The correct answer is: A tree diagram used to illustrate the arrangement of clusters in hierarchical clustering — which matches the provided answer.

What is a dendrogram?单项选择题

类似问题

What is the main concept behind hierarchical clustering?

Which of the following is an advantage of hierarchical clustering over k-Means clustering?

If a dendrogram shows two main branches that merge at a very high distance (height) on the vertical axis, what does this suggest?

Which rule defines the "Complete Linkage" method in Hierarchical clustering?

In an agglomerative hierarchical clustering dendrogram, how do you determine the number of clusters by "cutting" the tree?

Which of the following is finally produced by hierarchical clustering?

Hierarchical clustering differs from K-means clustering in that:

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