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Clustering Techniques Questions and Answers

1.

Agglomerative approach of clustering is one of the..........methods.

Exam Year(s)

MH SET - 2023, SET Exam - 2023,

Answer: C

Agglomerative clustering is a hierarchical method.

Agglomerative clustering works bottom-up: each object starts as its own cluster, and at every step the two closest clusters are merged, until one cluster remains or a stopping condition is met. The result is a hierarchy of clusters, drawn as a dendrogram. Its top-down counterpart, divisive clustering, is the other hierarchical approach.

Partitioning methods such as k-means divide the data into a fixed number of clusters directly. Density-based methods such as DBSCAN grow clusters from dense regions, and model-based methods fit statistical models such as Gaussian mixtures.

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