missSOM

Self-Organizing Maps with Built-in Missing Data Imputation

CRAN Package

The Self-Organizing Maps with Built-in Missing Data Imputation. Missing values are imputed and regularly updated during the online Kohonen algorithm. Our method can be used for data visualisation, clustering or imputation of missing data. It is an extension of the online algorithm of the 'kohonen' package. The method is described in the article "Self-Organizing Maps for Exploration of Partially Observed Data and Imputation of Missing Values" by S. Rejeb, C. Duveau, T. Rebafka (2022) doi:10.48550/arXiv.2202.07963.


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Last 30 days

This package has been downloaded 195 times in the last 30 days. Now we're getting somewhere! Enough downloads to populate a lively group chat. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 1 times.

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Mon
Tue
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Sat
2 downloadsFeb 16, 2025
10 downloadsFeb 17, 2025
4 downloadsFeb 18, 2025
10 downloadsFeb 19, 2025
16 downloadsFeb 20, 2025
4 downloadsFeb 21, 2025
6 downloadsFeb 22, 2025
15 downloadsFeb 23, 2025
5 downloadsFeb 24, 2025
3 downloadsFeb 25, 2025
7 downloadsFeb 26, 2025
5 downloadsFeb 27, 2025
3 downloadsFeb 28, 2025
13 downloadsMar 1, 2025
8 downloadsMar 2, 2025
8 downloadsMar 3, 2025
13 downloadsMar 4, 2025
11 downloadsMar 5, 2025
5 downloadsMar 6, 2025
3 downloadsMar 7, 2025
7 downloadsMar 8, 2025
0 downloadsMar 9, 2025
3 downloadsMar 10, 2025
9 downloadsMar 11, 2025
6 downloadsMar 12, 2025
8 downloadsMar 13, 2025
3 downloadsMar 14, 2025
5 downloadsMar 15, 2025
2 downloadsMar 16, 2025
1 downloadsMar 17, 2025
0 downloadsMar 18, 2025
0 downloadsMar 19, 2025
0 downloadsMar 20, 2025
0 downloadsMar 21, 2025
0 downloadsMar 22, 2025
0
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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 2,676 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Sep 11, 2024 with 27 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


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Dependencies

  • Imports2 packages
  • Linking To1 package