This class splits a node by a random hyperplane. More...

Classes
struct	SplitInfo
	An information about the partition. More...

Public Types
typedef MatType::elem_type	ElemType
	The element type held by the matrix type. More...

Static Public Member Functions
template<typename VecType >
static bool	AssignToLeftNode (const VecType &point, const SplitInfo &splitInfo)
	Indicates that a point should be assigned to the left subtree. More...

static size_t	PerformSplit (MatType &data, const size_t begin, const size_t count, const SplitInfo &splitInfo)
	Perform the split process according to the information about the split. More...

static size_t	PerformSplit (MatType &data, const size_t begin, const size_t count, const SplitInfo &splitInfo, std::vector< size_t > &oldFromNew)
	Perform the split process according to the information about the split and return the list of changed indices. More...

static bool	SplitNode (const BoundType &, MatType &data, const size_t begin, const size_t count, SplitInfo &splitInfo)
	Split the node by a random hyperplane. More...

Static Private Member Functions
static bool	GetSplitVal (const MatType &data, const size_t begin, const size_t count, const arma::Col< ElemType > &direction, ElemType &splitVal)
	This method finds the position of the hyperplane that will split the node. More...

Detailed Description

template<typename BoundType, typename MatType = arma::mat>
class mlpack::tree::RPTreeMaxSplit< BoundType, MatType >

This class splits a node by a random hyperplane.

In order to choose the hyperplane we need to choose the normal to the hyperplane and the position of the hyperplane i.e. the scalar product of the normal and a point.

A point will be assigned to the left subtree if the product of this point and the normal is less or equal to the split value (i.e. the position of the hyperplane).

Definition at line 32 of file rp_tree_max_split.hpp.

Member Typedef Documentation

template<typename BoundType , typename MatType = arma::mat>

typedef MatType::elem_type mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::ElemType

The element type held by the matrix type.

Definition at line 36 of file rp_tree_max_split.hpp.

Member Function Documentation

template<typename BoundType , typename MatType = arma::mat>

template<typename VecType >

static bool mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::AssignToLeftNode	(	const VecType &	point,
		const SplitInfo &	splitInfo
	)

inlinestatic

Indicates that a point should be assigned to the left subtree.

Parameters

point	The point that is being assigned.
splitInfo	An information about the split.

Definition at line 118 of file rp_tree_max_split.hpp.

References mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::SplitInfo::direction, mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::GetSplitVal(), and mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::SplitInfo::splitVal.

template<typename BoundType , typename MatType = arma::mat>

static bool mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::GetSplitVal	(	const MatType &	data,
		const size_t	begin,
		const size_t	count,
		const arma::Col< ElemType > &	direction,
		ElemType &	splitVal
	)

staticprivate

This method finds the position of the hyperplane that will split the node.

Parameters

data	The dataset used by the binary space tree.
begin	Index of the starting point in the dataset that belongs to this node.
count	Number of points in this node.
direction	A random vector that is the normal to the hyperplane which will split the node.
splitVal	The value according which the node will be split.

Referenced by mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::AssignToLeftNode().

template<typename BoundType , typename MatType = arma::mat>

static size_t mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::PerformSplit	(	MatType &	data,
		const size_t	begin,
		const size_t	count,
		const SplitInfo &	splitInfo
	)

inlinestatic

Perform the split process according to the information about the split.

This will order the dataset such that points that belong to the left subtree are on the left of the split column, and points from the right subtree are on the right side of the split column.

Parameters

bound	The bound used for this node.
data	The dataset used by the binary space tree.
begin	Index of the starting point in the dataset that belongs to this node.
count	Number of points in this node.
splitInfo	The information about the split.

Definition at line 76 of file rp_tree_max_split.hpp.

template<typename BoundType , typename MatType = arma::mat>

static size_t mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::PerformSplit	(	MatType &	data,
		const size_t	begin,
		const size_t	count,
		const SplitInfo &	splitInfo,
		std::vector< size_t > &	oldFromNew
	)

inlinestatic

Perform the split process according to the information about the split and return the list of changed indices.

This will order the dataset such that points that belong to the left subtree are on the left of the split column, and points from the right subtree are on the right side of the split column.

Parameters

bound	The bound used for this node.
data	The dataset used by the binary space tree.
begin	Index of the starting point in the dataset that belongs to this node.
count	Number of points in this node.
splitInfo	The information about the split.
oldFromNew	Vector which will be filled with the old positions for each new point.

Definition at line 101 of file rp_tree_max_split.hpp.

template<typename BoundType , typename MatType = arma::mat>

static bool mlpack::tree::RPTreeMaxSplit< BoundType, MatType >::SplitNode	(	const BoundType &	,
		MatType &	data,
		const size_t	begin,
		const size_t	count,
		SplitInfo &	splitInfo
	)

static

Split the node by a random hyperplane.

Parameters

bound	The bound used for this node.
data	The dataset used by the binary space tree.
begin	Index of the starting point in the dataset that belongs to this node.
count	Number of points in this node.
splitInfo	An information about the split. This information contains the direction and the value.

The documentation for this class was generated from the following file:

src/mlpack/core/tree/binary_space_tree/rp_tree_max_split.hpp

Classes

Public Types

Static Public Member Functions

Static Private Member Functions

Detailed Description

template<typename BoundType, typename MatType = arma::mat> class mlpack::tree::RPTreeMaxSplit< BoundType, MatType >

Member Typedef Documentation

Member Function Documentation

template<typename BoundType, typename MatType = arma::mat>
class mlpack::tree::RPTreeMaxSplit< BoundType, MatType >