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-rw-r--r--libs/qm-dsp/maths/KLDivergence.cpp64
1 files changed, 64 insertions, 0 deletions
diff --git a/libs/qm-dsp/maths/KLDivergence.cpp b/libs/qm-dsp/maths/KLDivergence.cpp
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+++ b/libs/qm-dsp/maths/KLDivergence.cpp
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+/* -*- c-basic-offset: 4 indent-tabs-mode: nil -*- vi:set ts=8 sts=4 sw=4: */
+
+/*
+ QM DSP Library
+
+ Centre for Digital Music, Queen Mary, University of London.
+ This file copyright 2008 QMUL
+
+ This program is free software; you can redistribute it and/or
+ modify it under the terms of the GNU General Public License as
+ published by the Free Software Foundation; either version 2 of the
+ License, or (at your option) any later version. See the file
+ COPYING included with this distribution for more information.
+*/
+
+#include "KLDivergence.h"
+
+#include <cmath>
+
+double KLDivergence::distanceGaussian(const vector<double> &m1,
+ const vector<double> &v1,
+ const vector<double> &m2,
+ const vector<double> &v2)
+{
+ int sz = m1.size();
+
+ double d = -2.0 * sz;
+ double small = 1e-20;
+
+ for (int k = 0; k < sz; ++k) {
+
+ double kv1 = v1[k] + small;
+ double kv2 = v2[k] + small;
+ double km = (m1[k] - m2[k]) + small;
+
+ d += kv1 / kv2 + kv2 / kv1;
+ d += km * (1.0 / kv1 + 1.0 / kv2) * km;
+ }
+
+ d /= 2.0;
+
+ return d;
+}
+
+double KLDivergence::distanceDistribution(const vector<double> &d1,
+ const vector<double> &d2,
+ bool symmetrised)
+{
+ int sz = d1.size();
+
+ double d = 0;
+ double small = 1e-20;
+
+ for (int i = 0; i < sz; ++i) {
+ d += d1[i] * log10((d1[i] + small) / (d2[i] + small));
+ }
+
+ if (symmetrised) {
+ d += distanceDistribution(d2, d1, false);
+ }
+
+ return d;
+}
+