HessianLocallyLinearEmbedding.cpp

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/*
 * 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 3 of the License, or
 * (at your option) any later version.
 *
 * Written (W) 2011-2013 Sergey Lisitsyn
 * Copyright (C) 2011-2013 Berlin Institute of Technology and Max-Planck-Society
 */

#include <shogun/converter/HessianLocallyLinearEmbedding.h>
#include <shogun/kernel/LinearKernel.h>
#include <shogun/io/SGIO.h>
#include <shogun/lib/tapkee/tapkee_shogun.hpp>

using namespace shogun;

CHessianLocallyLinearEmbedding::CHessianLocallyLinearEmbedding() :
        CLocallyLinearEmbedding()
{
}

CHessianLocallyLinearEmbedding::~CHessianLocallyLinearEmbedding()
{
}

const char* CHessianLocallyLinearEmbedding::get_name() const
{
    return "HessianLocallyLinearEmbedding";
};

CFeatures* CHessianLocallyLinearEmbedding::apply(CFeatures* features)
{
    CKernel* kernel = new CLinearKernel((CDotFeatures*)features,(CDotFeatures*)features);
    TAPKEE_PARAMETERS_FOR_SHOGUN parameters;
    parameters.n_neighbors = m_k;
    parameters.eigenshift = m_nullspace_shift;
    parameters.method = SHOGUN_HESSIAN_LOCALLY_LINEAR_EMBEDDING;
    parameters.target_dimension = m_target_dim;
    parameters.kernel = kernel;
    CDenseFeatures<float64_t>* embedding = tapkee_embed(parameters);
    SG_UNREF(kernel);
    return embedding;
}