mlpack::tree::MRKDStatistic(3) Statistic for multi-resolution kd-trees.

SYNOPSIS


Public Member Functions


MRKDStatistic ()
Initialize an empty statistic.
template<typename TreeType > MRKDStatistic (const TreeType &)
This constructor is called when a node is finished initializing.
size_t Begin () const
Get the index of the initial item in the dataset.
size_t & Begin ()
Modify the index of the initial item in the dataset.
const arma::colvec & CenterOfMass () const
Get the center of mass.
arma::colvec & CenterOfMass ()
Modify the center of mass.
size_t Count () const
Get the number of items in the dataset.
size_t & Count ()
Modify the number of items in the dataset.
size_t DominatingCentroid () const
Get the index of the dominating centroid.
size_t & DominatingCentroid ()
Modify the index of the dominating centroid.
std::string ToString () const
Returns a string representation of this object.
const std::vector< size_t > & Whitelist () const
Access the whitelist.
std::vector< size_t > & Whitelist ()
Modify the whitelist.

Private Attributes


size_t begin
The initial item in the dataset, so we don't have to make a copy.
arma::colvec centerOfMass
The center of mass for this dataset.
size_t count
The number of items in the dataset.
const arma::mat * dataset
The data points this object contains.
size_t dominatingCentroid
The index of the dominating centroid of the associated hyperrectangle.
bool isWhitelistValid
Whether or not the whitelist is valid.
const MRKDStatistic * leftStat
The left child.
const MRKDStatistic * parentStat
A link to the parent node; NULL if this is the root.
const MRKDStatistic * rightStat
The right child.
double sumOfSquaredNorms
The sum of the squared Euclidean norms for this dataset.
std::vector< size_t > whitelist
The list of centroids that cannot own this hyperrectangle.

Detailed Description

Statistic for multi-resolution kd-trees.

Definition at line 33 of file mrkd_statistic.hpp.

Constructor & Destructor Documentation

mlpack::tree::MRKDStatistic::MRKDStatistic ()

Initialize an empty statistic.

template<typename TreeType > mlpack::tree::MRKDStatistic::MRKDStatistic (const TreeType &)

This constructor is called when a node is finished initializing.

Parameters:

node The node that has been finished.

Member Function Documentation

size_t mlpack::tree::MRKDStatistic::Begin () const [inline]

Get the index of the initial item in the dataset.

Definition at line 53 of file mrkd_statistic.hpp.

References begin.

size_t& mlpack::tree::MRKDStatistic::Begin () [inline]

Modify the index of the initial item in the dataset.

Definition at line 55 of file mrkd_statistic.hpp.

References begin.

const arma::colvec& mlpack::tree::MRKDStatistic::CenterOfMass () const [inline]

Get the center of mass.

Definition at line 63 of file mrkd_statistic.hpp.

References centerOfMass.

arma::colvec& mlpack::tree::MRKDStatistic::CenterOfMass () [inline]

Modify the center of mass.

Definition at line 65 of file mrkd_statistic.hpp.

References centerOfMass.

size_t mlpack::tree::MRKDStatistic::Count () const [inline]

Get the number of items in the dataset.

Definition at line 58 of file mrkd_statistic.hpp.

References count.

size_t& mlpack::tree::MRKDStatistic::Count () [inline]

Modify the number of items in the dataset.

Definition at line 60 of file mrkd_statistic.hpp.

References count.

size_t mlpack::tree::MRKDStatistic::DominatingCentroid () const [inline]

Get the index of the dominating centroid.

Definition at line 68 of file mrkd_statistic.hpp.

References dominatingCentroid.

size_t& mlpack::tree::MRKDStatistic::DominatingCentroid () [inline]

Modify the index of the dominating centroid.

Definition at line 70 of file mrkd_statistic.hpp.

References dominatingCentroid.

std::string mlpack::tree::MRKDStatistic::ToString () const

Returns a string representation of this object.

const std::vector<size_t>& mlpack::tree::MRKDStatistic::Whitelist () const [inline]

Access the whitelist.

Definition at line 73 of file mrkd_statistic.hpp.

References whitelist.

std::vector<size_t>& mlpack::tree::MRKDStatistic::Whitelist () [inline]

Modify the whitelist.

Definition at line 75 of file mrkd_statistic.hpp.

References whitelist.

Member Data Documentation

size_t mlpack::tree::MRKDStatistic::begin [private]

The initial item in the dataset, so we don't have to make a copy.

Definition at line 81 of file mrkd_statistic.hpp.

Referenced by Begin().

arma::colvec mlpack::tree::MRKDStatistic::centerOfMass [private]

The center of mass for this dataset.

Definition at line 93 of file mrkd_statistic.hpp.

Referenced by CenterOfMass().

size_t mlpack::tree::MRKDStatistic::count [private]

The number of items in the dataset.

Definition at line 83 of file mrkd_statistic.hpp.

Referenced by Count().

const arma::mat* mlpack::tree::MRKDStatistic::dataset [private]

The data points this object contains.

Definition at line 79 of file mrkd_statistic.hpp.

size_t mlpack::tree::MRKDStatistic::dominatingCentroid [private]

The index of the dominating centroid of the associated hyperrectangle.

Definition at line 99 of file mrkd_statistic.hpp.

Referenced by DominatingCentroid().

bool mlpack::tree::MRKDStatistic::isWhitelistValid [private]

Whether or not the whitelist is valid.

Definition at line 104 of file mrkd_statistic.hpp.

const MRKDStatistic* mlpack::tree::MRKDStatistic::leftStat [private]

The left child.

Definition at line 85 of file mrkd_statistic.hpp.

const MRKDStatistic* mlpack::tree::MRKDStatistic::parentStat [private]

A link to the parent node; NULL if this is the root.

Definition at line 89 of file mrkd_statistic.hpp.

const MRKDStatistic* mlpack::tree::MRKDStatistic::rightStat [private]

The right child.

Definition at line 87 of file mrkd_statistic.hpp.

double mlpack::tree::MRKDStatistic::sumOfSquaredNorms [private]

The sum of the squared Euclidean norms for this dataset.

Definition at line 95 of file mrkd_statistic.hpp.

std::vector<size_t> mlpack::tree::MRKDStatistic::whitelist [private]

The list of centroids that cannot own this hyperrectangle.

Definition at line 102 of file mrkd_statistic.hpp.

Referenced by Whitelist().

Author

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