view 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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function S = metricPsiPO(q, y, n, pos, neg)
%
%   S = metricPsiPO(q, y, n, d, pos, neg)
%
%   q   = index of the query point
%   y   = the ordering to compute
%   n   = number of points in the data set
%   pos = indices of relevant results for q
%   neg = indices of irrelevant results for q
%
%   S is the vector of weights for q

    yp          = ismember(y, pos);
    NumPOS      = sum(yp);
    PosAfter    = NumPOS - cumsum(yp);

    yn          = ~yp;
    NumNEG      = sum(yn);
    NegBefore   = cumsum(yn) - yn;

    S = zeros(n,1);

    S(y)    = 2 * (yp .* NegBefore - yn .* PosAfter) / (NumNEG * NumPOS);

end