view maths/KLDivergence.cpp @ 209:ccd2019190bf msvc

Some MSVC fixes, including (temporarily, probably) renaming the FFT source file to avoid getting it mixed up with the Vamp SDK one in our object dir
author Chris Cannam
date Thu, 01 Feb 2018 16:34:08 +0000
parents e5907ae6de17
children bb78ca3fe7de
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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;
}