K Nearest Neighbors

バージョン 1.4.0.0 (640 Bytes) 作成者: Ani
Program to find the k - nearest neighbors (kNN) within a set of points.
ダウンロード: 23.1K
更新 2009/3/26

ライセンスがありません

Program to find the k - nearest neighbors (kNN) within a set of points.
Distance metric used: Euclidean distance

Usage:
[neighbors distances] = kNearestNeighbors(dataMatrix, queryMatrix, k);
dataMatrix (N x D) - N vectors with dimensionality D (within which we search for the nearest neighbors)
queryMatrix (M x D) - M query vectors with dimensionality D
k (1 x 1) - Number of nearest neighbors desired

Example:
a = [1 1; 2 2; 3 2; 4 4; 5 6];
b = [1 1; 2 1; 6 2];
[neighbors distances] = kNearestNeighbors(a,b,2);

Output:
neighbors =
1 2
1 2
4 3

distances =
0 1.4142
1.0000 1.0000
2.8284 3.0000

引用

Ani (2025). K Nearest Neighbors (https://www.mathworks.com/matlabcentral/fileexchange/15562-k-nearest-neighbors), MATLAB Central File Exchange. に取得済み.

MATLAB リリースの互換性
作成: R2007b
すべてのリリースと互換性あり
プラットフォームの互換性
Windows macOS Linux
カテゴリ
Help Center および MATLAB AnswersStatistics and Machine Learning Toolbox についてさらに検索

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!
バージョン 公開済み リリース ノート
1.4.0.0

Users must NOW include a separate query matrix. This allows more input flexibility.

1.1.0.0

Users must not include a separate query matrix. This allows more input flexibility.

1.0.0.0

I am not modifying the file. Just moving it to the Statistics and Probability section.