Implementation of the SVD complete incremental policy to act as a wrapper when accessing SVD complete decomposition from within CFType. More...

Public Member Functions
template<typename MatType >
void	Apply (const MatType &, const arma::sp_mat &cleanedData, const size_t rank, const size_t maxIterations, const double minResidue, const bool mit)
	Apply Collaborative Filtering to the provided data set using the SVD complete incremental policy. More...

template<typename NeighborSearchPolicy >
void	GetNeighborhood (const arma::Col< size_t > &users, const size_t numUsersForSimilarity, arma::Mat< size_t > &neighborhood, arma::mat &similarities) const
	Get the neighborhood and corresponding similarities for a set of users. More...

double	GetRating (const size_t user, const size_t item) const
	Return predicted rating given user ID and item ID. More...

void	GetRatingOfUser (const size_t user, arma::vec &rating) const
	Get predicted ratings for a user. More...

const arma::mat &	H () const
	Get the User Matrix. More...

template<typename Archive >
void	serialize (Archive &ar, const unsigned int)
	Serialization. More...

const arma::mat &	W () const
	Get the Item Matrix. More...

Detailed Description

Implementation of the SVD complete incremental policy to act as a wrapper when accessing SVD complete decomposition from within CFType.

An example of how to use SVDCompletePolicy in CF is shown below:

extern arma::mat data; // data is a (user, item, rating) table.
// Users for whom recommendations are generated.
extern arma::Col<size_t> users;
arma::Mat<size_t> recommendations; // Resulting recommendations.
CFType<SVDCompletePolicy> cf(data);
// Generate 10 recommendations for all users.
cf.GetRecommendations(10, recommendations);

Definition at line 44 of file svd_complete_method.hpp.

Member Function Documentation

void Apply	(	const MatType &	,
		const arma::sp_mat &	cleanedData,
		const size_t	rank,
		const size_t	maxIterations,
		const double	minResidue,
		const bool	mit
	)

inline

Apply Collaborative Filtering to the provided data set using the SVD complete incremental policy.

Parameters

*	(data) Data matrix: dense matrix (coordinate lists) or sparse matrix(cleaned).
cleanedData	item user table in form of sparse matrix.
rank	Rank parameter for matrix factorization.
maxIterations	Maximum number of iterations.
minResidue	Residue required to terminate.
mit	Whether to terminate only when maxIterations is reached.

Definition at line 60 of file svd_complete_method.hpp.

References AMF< TerminationPolicyType, InitializationRuleType, UpdateRuleType >::Apply().

void GetNeighborhood	(	const arma::Col< size_t > &	users,
		const size_t	numUsersForSimilarity,
		arma::Mat< size_t > &	neighborhood,
		arma::mat &	similarities
	)		const

inline

Get the neighborhood and corresponding similarities for a set of users.

Template Parameters

NeighborSearchPolicy The policy to perform neighbor search.

Parameters

users	Users whose neighborhood is to be computed.
numUsersForSimilarity	The number of neighbors returned for each user.
neighborhood	Neighbors represented by user IDs.
similarities	Similarity between each user and each of its neighbors.

Definition at line 126 of file svd_complete_method.hpp.

double GetRating	(	const size_t	user,
		const size_t	item
	)		const

inline

Return predicted rating given user ID and item ID.

Parameters

user	User ID.
item	Item ID.

Definition at line 96 of file svd_complete_method.hpp.

void GetRatingOfUser	(	const size_t	user,
		arma::vec &	rating
	)		const

inline

Get predicted ratings for a user.

Parameters

user	User ID.
rating	Resulting rating vector.

Definition at line 108 of file svd_complete_method.hpp.

const arma::mat& H ( ) const

inline

Get the User Matrix.

Definition at line 155 of file svd_complete_method.hpp.

void serialize	(	Archive &	ar,
		const unsigned	int
	)

inline

Serialization.

Definition at line 161 of file svd_complete_method.hpp.

const arma::mat& W ( ) const

inline

Get the Item Matrix.

Definition at line 153 of file svd_complete_method.hpp.

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

src/mlpack/methods/cf/decomposition_policies/svd_complete_method.hpp

Public Member Functions

Detailed Description

Member Function Documentation