FPDclustering

PD-Clustering and Related Methods

CRAN Package

Probabilistic distance clustering (PD-clustering) is an iterative, distribution-free, probabilistic clustering method. PD-clustering assigns units to a cluster according to their probability of membership under the constraint that the product of the probability and the distance of each point to any cluster center is a constant. PD-clustering is a flexible method that can be used with elliptical clusters, outliers, or noisy data. PDQ is an extension of the algorithm for clusters of different sizes. GPDC and TPDC use a dissimilarity measure based on densities. Factor PD-clustering (FPDC) is a factor clustering method that involves a linear transformation of variables and a cluster optimizing the PD-clustering criterion. It works on high-dimensional data sets.


Documentation


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Insights

Last 30 days

This package has been downloaded 436 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 15 times.

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Tue
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Sat
5 downloadsMar 16, 2025
15 downloadsMar 17, 2025
16 downloadsMar 18, 2025
21 downloadsMar 19, 2025
31 downloadsMar 20, 2025
37 downloadsMar 21, 2025
27 downloadsMar 22, 2025
10 downloadsMar 23, 2025
16 downloadsMar 24, 2025
6 downloadsMar 25, 2025
3 downloadsMar 26, 2025
10 downloadsMar 27, 2025
34 downloadsMar 28, 2025
11 downloadsMar 29, 2025
4 downloadsMar 30, 2025
4 downloadsMar 31, 2025
9 downloadsApr 1, 2025
5 downloadsApr 2, 2025
20 downloadsApr 3, 2025
5 downloadsApr 4, 2025
3 downloadsApr 5, 2025
14 downloadsApr 6, 2025
11 downloadsApr 7, 2025
6 downloadsApr 8, 2025
8 downloadsApr 9, 2025
12 downloadsApr 10, 2025
11 downloadsApr 11, 2025
57 downloadsApr 12, 2025
10 downloadsApr 13, 2025
15 downloadsApr 14, 2025
0 downloadsApr 15, 2025
0 downloadsApr 16, 2025
0 downloadsApr 17, 2025
0 downloadsApr 18, 2025
0 downloadsApr 19, 2025
3
57

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 4,746 times in the last 365 days. Consider this 'mid-tier influencer' status—if it were a TikTok, it would get a nod from nieces and nephews. The day with the most downloads was Apr 12, 2025 with 57 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Depends2 packages
  • Imports8 packages