mvMonitoring

Multi-State Adaptive Dynamic Principal Component Analysis for Multivariate Process Monitoring

CRAN Package

Use multi-state splitting to apply Adaptive-Dynamic PCA (ADPCA) to data generated from a continuous-time multivariate industrial or natural process. Employ PCA-based dimension reduction to extract linear combinations of relevant features, reducing computational burdens. For a description of ADPCA, see doi:10.1007/s00477-016-1246-2, the 2016 paper from Kazor et al. The multi-state application of ADPCA is from a manuscript under current revision entitled "Multi-State Multivariate Statistical Process Control" by Odom, Newhart, Cath, and Hering, and is expected to appear in Q1 of 2018.

  • Version0.2.4
  • R version≥ 2.10
  • LicenseGPL-2
  • Needs compilation?No
  • Last release11/21/2023

Documentation


Team


Insights

Last 30 days

This package has been downloaded 165 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 5 times.

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0 downloadsMar 2, 2025
6 downloadsMar 3, 2025
12 downloadsMar 4, 2025
10 downloadsMar 5, 2025
4 downloadsMar 6, 2025
2 downloadsMar 7, 2025
2 downloadsMar 8, 2025
3 downloadsMar 9, 2025
7 downloadsMar 10, 2025
7 downloadsMar 11, 2025
5 downloadsMar 12, 2025
3 downloadsMar 13, 2025
2 downloadsMar 14, 2025
9 downloadsMar 15, 2025
2 downloadsMar 16, 2025
1 downloadsMar 17, 2025
8 downloadsMar 18, 2025
2 downloadsMar 19, 2025
8 downloadsMar 20, 2025
8 downloadsMar 21, 2025
5 downloadsMar 22, 2025
4 downloadsMar 23, 2025
4 downloadsMar 24, 2025
10 downloadsMar 25, 2025
7 downloadsMar 26, 2025
3 downloadsMar 27, 2025
13 downloadsMar 28, 2025
7 downloadsMar 29, 2025
5 downloadsMar 30, 2025
1 downloadsMar 31, 2025
5 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 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 2,358 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 Sep 11, 2024 with 29 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

  • Imports7 packages
  • Suggests3 packages