D2MCS

Data Driving Multiple Classifier System

CRAN Package

Provides a novel framework to able to automatically develop and deploy an accurate Multiple Classifier System based on the feature-clustering distribution achieved from an input dataset. 'D2MCS' was developed focused on four main aspects: (i) the ability to determine an effective method to evaluate the independence of features, (ii) the identification of the optimal number of feature clusters, (iii) the training and tuning of ML models and (iv) the execution of voting schemes to combine the outputs of each classifier comprising the Multiple Classifier System.


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Insights

Last 30 days

This package has been downloaded 208 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 4 times.

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0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
0 downloadsFeb 12, 2025
15 downloadsFeb 13, 2025
5 downloadsFeb 14, 2025
4 downloadsFeb 15, 2025
7 downloadsFeb 16, 2025
7 downloadsFeb 17, 2025
3 downloadsFeb 18, 2025
11 downloadsFeb 19, 2025
13 downloadsFeb 20, 2025
10 downloadsFeb 21, 2025
10 downloadsFeb 22, 2025
8 downloadsFeb 23, 2025
6 downloadsFeb 24, 2025
3 downloadsFeb 25, 2025
6 downloadsFeb 26, 2025
3 downloadsFeb 27, 2025
3 downloadsFeb 28, 2025
9 downloadsMar 1, 2025
7 downloadsMar 2, 2025
3 downloadsMar 3, 2025
12 downloadsMar 4, 2025
10 downloadsMar 5, 2025
5 downloadsMar 6, 2025
9 downloadsMar 7, 2025
7 downloadsMar 8, 2025
0 downloadsMar 9, 2025
4 downloadsMar 10, 2025
11 downloadsMar 11, 2025
4 downloadsMar 12, 2025
9 downloadsMar 13, 2025
4 downloadsMar 14, 2025
0 downloadsMar 15, 2025
0
15

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 2,556 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 Jan 22, 2025 with 33 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

  • Imports16 packages
  • Suggests3 packages