bigmds

Multidimensional Scaling for Big Data

CRAN Package

MDS is a statistic tool for reduction of dimensionality, using as input a distance matrix of dimensions n × n. When n is large, classical algorithms suffer from computational problems and MDS configuration can not be obtained. With this package, we address these problems by means of six algorithms, being two of them original proposals: - Landmark MDS proposed by De Silva V. and JB. Tenenbaum (2004). - Interpolation MDS proposed by Delicado P. and C. Pachón-García (2021) doi:10.48550/arXiv.2007.11919 (original proposal). - Reduced MDS proposed by Paradis E (2018). - Pivot MDS proposed by Brandes U. and C. Pich (2007) - Divide-and-conquer MDS proposed by Delicado P. and C. Pachón-García (2021) doi:10.48550/arXiv.2007.11919 (original proposal). - Fast MDS, proposed by Yang, T., J. Liu, L. McMillan and W. Wang (2006).


Documentation


Team


Insights

Last 30 days

This package has been downloaded 291 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 18 times.

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0 downloadsMar 16, 2025
0 downloadsMar 17, 2025
0 downloadsMar 18, 2025
0 downloadsMar 19, 2025
15 downloadsMar 20, 2025
8 downloadsMar 21, 2025
8 downloadsMar 22, 2025
8 downloadsMar 23, 2025
10 downloadsMar 24, 2025
9 downloadsMar 25, 2025
5 downloadsMar 26, 2025
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13 downloadsMar 28, 2025
8 downloadsMar 29, 2025
4 downloadsMar 30, 2025
3 downloadsMar 31, 2025
9 downloadsApr 1, 2025
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1 downloadsApr 3, 2025
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12 downloadsApr 5, 2025
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30 downloadsApr 12, 2025
6 downloadsApr 13, 2025
11 downloadsApr 14, 2025
14 downloadsApr 15, 2025
15 downloadsApr 16, 2025
11 downloadsApr 17, 2025
18 downloadsApr 18, 2025
0 downloadsApr 19, 2025
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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 3,857 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 Jul 21, 2024 with 76 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

  • Imports3 packages
  • Suggests1 package