ExNRuleEnsemble

A k Nearest Neibour Ensemble Based on Extended Neighbourhood Rule

CRAN Package

The extended neighbourhood rule for the k nearest neighbour ensemble where the neighbours are determined in k steps. Starting from the first nearest observation of the test point, the algorithm identifies a single observation that is closest to the observation at the previous step. At each base learner in the ensemble, this search is extended to k steps on a random bootstrap sample with a random subset of features selected from the feature space. The final predicted class of the test point is determined by using a majority vote in the predicted classes given by all base models. Amjad Ali, Muhammad Hamraz, Naz Gul, Dost Muhammad Khan, Saeed Aldahmani, Zardad Khan (2022) doi:10.48550/arXiv.2205.15111.


Team


Insights

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 5 times.

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

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 3,195 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 24, 2024 with 35 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

  • Imports1 package