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/** @file aib.h
** @author Brian Fulkerson
** @author Andrea Vedaldi
** @brief Agglomerative Information Bottleneck (AIB)
**/
/* AUTORIGHTS
Copyright (C) 2007-09 Andrea Vedaldi and Brian Fulkerson
This file is part of VLFeat, available in the terms of the GNU
General Public License version 2.
*/
#ifndef VL_AIB_H
#define VL_AIB_H
#include "generic.h"
#include "mathop.h"
/** ------------------------------------------------------------------
** @internal
** @brief AIB algorithm data
**
** The implementation is quite straightforward, but the way feature
** values are handled in order to support efficient joins,
** deletions and re-arrangement needs to be explained. This is
** achieved by adding a layer of indirection:
** - Call each feature value (either original or obtained by a join
** operation) a <em>node</em>. Nodes are identified by numbers.
** - Call each element of the various arrays (such as VlAIB::Px)
** an <em>entry</em>.
** - Entries are dynamically associated to nodes as specified by
** VlAIB::nodes. For example, @c Px[i] refers to the node @c
** nodes[i].
**/
typedef struct _VlAIB
{
vl_uint *nodes ; /**< Entires to nodes */
vl_uint nentries ; /**< Total number of entries (= # active nodes) */
double *beta ; /**< Minimum distance to an entry */
vl_uint *bidx ; /**< Closest entry */
vl_uint *which ; /**< List of entries to update */
vl_uint nwhich ; /**< Number of entries to update */
double *Pcx; /**< Joint probability table */
double *Px; /**< Marginal. */
double *Pc; /**< Marginal. */
vl_uint nvalues; /**< Number of feature values */
vl_uint nlabels; /**< Number of labels */
vl_uint *parents; /**< Array of parents */
double *costs; /**< Cost of each merge */
} VlAIB;
/** @name Create and destroy
** @{
**/
VL_EXPORT
VlAIB * vl_aib_new(double * Pcx, vl_uint nvalues, vl_uint nlabels);
VL_EXPORT
void vl_aib_delete (VlAIB * aib);
/** @} */
/** @name Process data
** @{
**/
VL_EXPORT
void vl_aib_process(VlAIB * aib);
/** @} */
/** @name Retrieve results
** @{
**/
VL_INLINE vl_uint * vl_aib_get_parents(VlAIB const * aib);
VL_INLINE double * vl_aib_get_costs(VlAIB const * aib);
/** @} */
/* -------------------------------------------------------------------
* Inline functions implementation
* ---------------------------------------------------------------- */
/** ------------------------------------------------------------------
** @brief Get resulting list of parents
** @param aib AIB filter.
** @return An array of parents
**/
VL_INLINE
vl_uint * vl_aib_get_parents(VlAIB const * aib)
{
return aib->parents;
}
/** ------------------------------------------------------------------
** @brief Get a list of merge costs
** @param aib AIB filter.
** @return An array of costs
**/
VL_INLINE
double * vl_aib_get_costs(VlAIB const * aib)
{
return aib->costs;
}
/* VL_AIB_H */
#endif