OkNNE

A k-Nearest Neighbours Ensemble via Optimal Model Selection for Regression

CRAN Package

Optimal k Nearest Neighbours Ensemble is an ensemble of base k nearest neighbour models each constructed on a bootstrap sample with a random subset of features. k closest observations are identified for a test point "x" (say), in each base k nearest neighbour model to fit a stepwise regression to predict the output value of "x". The final predicted value of "x" is the mean of estimates given by all the models. The implemented model takes training and test datasets and trains the model on training data to predict the test data. Ali, A., Hamraz, M., Kumam, P., Khan, D.M., Khalil, U., Sulaiman, M. and Khan, Z. (2020) doi:10.1109/ACCESS.2020.3010099.


Team


Insights

Last 30 days

This package has been downloaded 158 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 6 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
12 downloadsMar 4, 2025
6 downloadsMar 5, 2025
4 downloadsMar 6, 2025
2 downloadsMar 7, 2025
8 downloadsMar 8, 2025
1 downloadsMar 9, 2025
2 downloadsMar 10, 2025
7 downloadsMar 11, 2025
4 downloadsMar 12, 2025
6 downloadsMar 13, 2025
4 downloadsMar 14, 2025
5 downloadsMar 15, 2025
2 downloadsMar 16, 2025
3 downloadsMar 17, 2025
13 downloadsMar 18, 2025
2 downloadsMar 19, 2025
9 downloadsMar 20, 2025
7 downloadsMar 21, 2025
4 downloadsMar 22, 2025
3 downloadsMar 23, 2025
12 downloadsMar 24, 2025
3 downloadsMar 25, 2025
2 downloadsMar 26, 2025
3 downloadsMar 27, 2025
11 downloadsMar 28, 2025
1 downloadsMar 29, 2025
7 downloadsMar 30, 2025
1 downloadsMar 31, 2025
8 downloadsApr 1, 2025
6 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
1
13

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 2,656 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Jul 21, 2024 with 68 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