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ParlayANN with Magdalen Dobson Manohar

Weaviate Podcast

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Hierarchical Clustering and Minimum Spanning Trees Integration

The algorithm HC and NG combines hierarchical clustering with minimum spanning trees by initially performing hierarchical clustering on a dataset until the leaf size reaches 1000, then creating a low degree minimum spanning tree at each leaf. Subsequently, the algorithm clusters the data 30 to 50 times with different random seeds and merges the edges from all MSTs into a single connected graph, ensuring the connectivity of the final graph.

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