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function [expansionPoints, matrixOfDistancesFromCentres] = getExpansionPoints(X, nClusters, rep, debugLevel, debugMsgLocation) | |
% GETEXPANSIONPOINTS | |
% Performs k-means and returns the clusterCentres as the expansion points | |
% | |
% INPUT PARAMS | |
% Param X (matrix) | |
% All bags opened up into instances | |
% | |
% Param nClusters (matrix) | |
% Number of clusters for k-means | |
% | |
% OUTPUT PARAMS | |
% Param 'expansionPoints' (matrix) | |
% a set of expansionPoints, in other words cluster centres | |
% | |
% Param 'matrixOfDistancesFromCentres' (matrix) | |
% As the name suggests, | |
% | |
% ADDITIONAL NOTES | |
% | |
% Author: snikumbh@mpi-inf.mpg.de | |
logMessages(debugMsgLocation, sprintf('--- Obtaining a set of expansion points '), debugLevel); | |
% Obtained X in the input arguments is an n x p matrix, ready for kmeans | |
% expansionPoints, to be returned, is a k-by-p matrix | |
% Below, matrixOfDistancesFromCentres is a n-by-k matrix giving distances from each point to every | |
% cluster centre. | |
% | |
% sumD, from the Matlab documentation, is the within-cluster sums of point-to-centroid distances in a k-by-1 vector | |
% | |
tic; | |
rng('default'); | |
logMessages(debugMsgLocation, sprintf('with K-means: \n'), debugLevel); | |
if debugLevel == 2 | |
[idx, expansionPoints, sumD, matrixOfDistancesFromCentres] = kmeans(X, nClusters, 'Replicates', rep, 'Display','off'); | |
% Display could be set to 'final' | |
elseif debugLevel == 0 | |
[idx, expansionPoints, sumD, matrixOfDistancesFromCentres] = kmeans(X, nClusters, 'Replicates', rep, 'Display','off'); | |
end | |
logMessages(debugMsgLocation, sprintf('--- Took %.3f seconds\n',toc), debugLevel); | |
end |