specify the number of clusters in dbscan

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bana althawabteh
bana althawabteh 2021 年 2 月 13 日
回答済み: Image Analyst 2023 年 6 月 27 日
how to specify the number of clusters in dbscan please ????

回答 (2 件)

VM Sreeram
VM Sreeram 2023 年 6 月 27 日
It is not possible to specify the number of clusters as a parameter in dbscan. The number of clusters is automatically determined by the algorithm based on the density of data points in the feature space.
However, the density and hence the number of resulting clusters may be indirectly controlled by adjusting the two parameters epsilon (defines the neighborhood search radius around a point) and minpts (the minimum number of neighbors required for a core point) of dbscan.

Image Analyst
Image Analyst 2023 年 6 月 27 日
Like @VM Sreeram said, you can't do that directlywith dbscan, though you could iterate varying the parameter until only two clusters are found.
Alternatively you can use kmeans where you can specify the desired number of clusters.

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