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nearest neighbour search for scattered data

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AAS
AAS 2020 年 9 月 30 日
回答済み: Ameer Hamza 2020 年 9 月 30 日
Is there any way to find 10 nearest neighbours for each point in a scattered data set? Basically I would like to do the knn search with a number of points instead of radius.

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Ameer Hamza
Ameer Hamza 2020 年 9 月 30 日
One method is to calculate pairwise distances using pdist(), and the using mink() to calculate the ten closest points.
x = rand(100,1); % generate 100 random points
y = rand(100,1);
dists = squareform(pdist([x y]));
dists(dists==0) = inf; % so that the point does not match with itself;
[~, I] = mink(dists, 10, 2); % 100x10 matrix
Matrix I contain 100 rows (equal to the number of points) and ten columns (each entry is the index of the closest point).

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