|
1234567891011121314151617181920212223242526272829303132 |
- function [neighbors, distances] = recursiveKNN(C, Q, k, m)
- % Recursive break, call knnsearch
- if size(C, 1) <= 1000 || size(Q, 1) <= 500 % Adjastable limit
- [neighbors, distances] = knnsearch(C, Q, 'K', k);
- return;
- end
-
- % Divide into subsets
- midC = floor(size(C, 1) / 2);
- midQ = floor(size(Q, 1) / 2);
- C1 = C(1:midC, :);
- C2 = C(midC+1:end, :);
- Q1 = Q(1:midQ, :);
- Q2 = Q(midQ+1:end, :);
-
- % Recursive calls
- [N1_1, D1_1] = recursiveKNN(C1, Q1, k, m);
- [N1_2, D1_2] = recursiveKNN(C2, Q1, k, m);
- [N2_1, D2_1] = recursiveKNN(C1, Q2, k, m);
- [N2_2, D2_2] = recursiveKNN(C2, Q2, k, m);
-
- % Merge
- [N1, D1] = mergeResultsWithM(N1_1, D1_1, N1_2, D1_2, C1, C2, k, m);
- [N2, D2] = mergeResultsWithM(N2_1, D2_1, N2_2, D2_2, C1, C2, k, m);
-
- % Combine results for Q1 and Q2
- neighbors = [N1; N2];
- distances = [D1; D2];
-
- end
-
-
|