meteorits

Mixture-of-Experts Modeling for Complex Non-Normal Distributions

CRAN Package

Provides a unified mixture-of-experts (ME) modeling and estimation framework with several original and flexible ME models to model, cluster and classify heterogeneous data in many complex situations where the data are distributed according to non-normal, possibly skewed distributions, and when they might be corrupted by atypical observations. Mixtures-of-Experts models for complex and non-normal distributions ('meteorits') are originally introduced and written in 'Matlab' by Faicel Chamroukhi. The references are mainly the following ones. The references are mainly the following ones. doi:10.1016/j.neunet.2009.06.040 https://chamroukhi.com/FChamroukhi-PhD.pdf doi:10.48550/arXiv.1506.06707 https://chamroukhi.com/FChamroukhi-HDR.pdf doi:10.1109/IJCNN.2016.7727580 doi:10.1016/j.neunet.2016.03.002 doi:10.1016/j.neucom.2017.05.044.


Documentation


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Insights

Last 30 days

This package has been downloaded 135 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 9 times.

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0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
10 downloadsMar 4, 2025
8 downloadsMar 5, 2025
4 downloadsMar 6, 2025
2 downloadsMar 7, 2025
4 downloadsMar 8, 2025
0 downloadsMar 9, 2025
4 downloadsMar 10, 2025
10 downloadsMar 11, 2025
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6 downloadsMar 15, 2025
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9 downloadsMar 18, 2025
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11 downloadsMar 20, 2025
7 downloadsMar 21, 2025
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3 downloadsMar 23, 2025
6 downloadsMar 24, 2025
3 downloadsMar 25, 2025
0 downloadsMar 26, 2025
2 downloadsMar 27, 2025
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0 downloadsMar 29, 2025
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1 downloadsMar 31, 2025
6 downloadsApr 1, 2025
9 downloadsApr 2, 2025
0 downloadsApr 3, 2025
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0 downloadsApr 5, 2025
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11

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 1,652 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 24 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

  • Imports3 packages
  • Suggests2 packages
  • Linking To2 packages