annotate toolboxes/distance_learning/mlr/metricPsi/metricPsiPO.m @ 0:cc4b1211e677 tip

initial commit to HG from Changeset: 646 (e263d8a21543) added further path and more save "camirversion.m"
author Daniel Wolff
date Fri, 19 Aug 2016 13:07:06 +0200
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Daniel@0 1 function S = metricPsiPO(q, y, n, pos, neg)
Daniel@0 2 %
Daniel@0 3 % S = metricPsiPO(q, y, n, d, pos, neg)
Daniel@0 4 %
Daniel@0 5 % q = index of the query point
Daniel@0 6 % y = the ordering to compute
Daniel@0 7 % n = number of points in the data set
Daniel@0 8 % pos = indices of relevant results for q
Daniel@0 9 % neg = indices of irrelevant results for q
Daniel@0 10 %
Daniel@0 11 % S is the vector of weights for q
Daniel@0 12
Daniel@0 13 yp = ismember(y, pos);
Daniel@0 14 NumPOS = sum(yp);
Daniel@0 15 PosAfter = NumPOS - cumsum(yp);
Daniel@0 16
Daniel@0 17 yn = ~yp;
Daniel@0 18 NumNEG = sum(yn);
Daniel@0 19 NegBefore = cumsum(yn) - yn;
Daniel@0 20
Daniel@0 21 S = zeros(n,1);
Daniel@0 22
Daniel@0 23 S(y) = 2 * (yp .* NegBefore - yn .* PosAfter) / (NumNEG * NumPOS);
Daniel@0 24
Daniel@0 25 end