/usr/include/shogun/converter/KernelLocallyLinearEmbedding.h is in libshogun-dev 3.2.0-7.3build4.
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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
*/
#ifndef KERNELLOCALLYLINEAREMBEDDING_H_
#define KERNELLOCALLYLINEAREMBEDDING_H_
#include <shogun/lib/config.h>
#ifdef HAVE_EIGEN3
#include <shogun/converter/LocallyLinearEmbedding.h>
#include <shogun/features/Features.h>
#include <shogun/distance/Distance.h>
#include <shogun/kernel/Kernel.h>
namespace shogun
{
class CFeatures;
class CKernel;
/** @brief class KernelLocallyLinearEmbedding used to construct embeddings
* of data using kernel formulation of Locally Linear Embedding algorithm as
* described in
*
* Decoste, D. (2001).
* Visualizing Mercer Kernel Feature Spaces Via Kernelized Locally-Linear Embeddings.
* The 8th International Conference on Neural Information Processing ICONIP2001
*
* It is optimized with the alignment formulation as described in
*
* Zhao, D. (2006).
* Formulating LLE using alignment technique.
* Pattern Recognition, 39(11), 2233-2235.
* Retrieved from http://linkinghub.elsevier.com/retrieve/pii/S0031320306002160
*
* Uses the Tapkee library code.
*
*/
class CKernelLocallyLinearEmbedding: public CLocallyLinearEmbedding
{
public:
/** constructor */
CKernelLocallyLinearEmbedding();
/** constructor
* @param kernel kernel to be used
*/
CKernelLocallyLinearEmbedding(CKernel* kernel);
/** destructor */
virtual ~CKernelLocallyLinearEmbedding();
/** apply */
virtual CFeatures* apply(CFeatures* features);
/** embed kernel (kernel should be inited)
* @param kernel kernel to construct embed
*/
CDenseFeatures<float64_t>* embed_kernel(CKernel* kernel);
/** get name */
virtual const char* get_name() const;
};
}
#endif /* HAVE_EIGEN3 */
#endif /* KERNELLOCALLYLINEAREMBEDDING_H_ */
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