Main nearest neighbour calculation function. Used on the first reference dataset. Returns a list of three objects: 1) the cell indices of the w nearest neighbours 2) the corresponding approx. cosine similarities
1 | NN(w, k, subcentroids, subclusters, query_chunks, M, SqNorm)
|
w |
An integer specifying the number of nearest neighbours |
k |
An integer specifying the number of subcentroids for each product quantization chunk |
subcentroids |
A list of matrices containing the subcentroids of each chunk. |
subclusters |
A matrix containing the subcentroid assignments of each reference cell. See scf_index. |
query_chunks |
A list of matrices containing the chunks of the query dataset after it has been split according to the product quantization method |
M |
An integer specifying the number of chunks |
SqNorm |
A numerical vector containing the Euclidean Squared Norm of each query cell. |
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