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Hierarchical Clustering

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May 1, 2024 Updated May 10, 2025 21 minute read

Hierarchical clustering is a powerful unsupervised machine learning technique used to group similar data points together, creating a hierarchy or tree-like structure of clusters. Unlike other methods, it doesn't require you to specify the number of clusters beforehand; instead, it reveals the relationships between data points at various levels of granularity. This approach is particularly useful for understanding the inherent structure within your data. Imagine organizing a diverse collection of items; hierarchical clustering helps you systematically group them from individual items into broader categories, and then into even larger classifications, all based on their similarities.

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We've selected three books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Hierarchical Clustering.
Provides a comprehensive overview of data mining techniques, including hierarchical clustering. It is written in a clear and concise style, and it is suitable for both beginners and experienced data miners.
Provides a comprehensive overview of the applications of hierarchical clustering in data mining. It is written in a clear and concise style, and it is suitable for both beginners and experienced data miners.
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