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comik/getInstanceWeights.m
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function [thetaVals, instanceWeightsInEachBag] = getInstanceWeights(kernelWeights, allSeqsTransformationKernel) | |
% GETINSTANCEWEIGHTS | |
% Computes the theta values and instance weights from the sub-kernel weights and segment | |
% transformations | |
% | |
% INPUT PARAMS | |
% Param 'kernelWeights' | |
% Weights assigned by MKL tf each of the sub-kernels in the collection | |
% | |
% Param 'allSeqsTransformationKernel' | |
% Per sequence transformation of segments used to compute the instance weights | |
% | |
% OUTPUT PARAMS | |
% Param 'thetaVals' | |
% The theta values corresponding to each cluster centre | |
% | |
% Param 'instanceWeightsInEachBag' | |
% Weight for each segment per sequence | |
% | |
% ADDITIONAL NOTES | |
% -- Theta vals and sub-kernel weights follow a squared relation (Refer paper) | |
% | |
% -- Order followed is: | |
% . non-shifted kernels (1 to N) first, then shifted kernels (N+1 to 2N) in total 2N kernels | |
% | |
% -- Number of kernels is same as number of clusters | |
% | |
% | |
% Author: snikumbh@mpi-inf.mpg.de | |
thetaVals = sqrt(kernelWeights); | |
thetaVals = thetaVals'; | |
nBags = size(allSeqsTransformationKernel,2); | |
nKernels = size(kernelWeights,1); | |
for j=1:nBags | |
instanceWeightsInEachBag{j} = zeros(size(allSeqsTransformationKernel{j},1) , 1); | |
end | |
% compute instance weights for instances in each bag | |
% | |
for j=1:nBags | |
temp = sum(repmat(thetaVals(1, 1 : nKernels ), ... | |
size(allSeqsTransformationKernel{j},1), 1) ... | |
.* allSeqsTransformationKernel{j}, 2); | |
instanceWeightsInEachBag{j} = temp; | |
% if to be written to file, pass fname to the function | |
% stdTemp = standardizeMatrix(temp'); | |
% finalTemp = zeros(size(stdTemp)); | |
% Using rankings | |
% [~, ranking] = sort(stdTemp(1:size(stdTemp,1),1:size(stdTemp,2)), 2, 'descend'); | |
% finalTemp(1,ranking) = 1:size(stdTemp,2); | |
% dlmwrite(fname, finalTemp, '-append'); | |
end | |
end |