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MyMediaLite
3.04
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CorrelationMatrix that computes correlations over binary data. More...
Public Member Functions | |
| void | AddEntity (int entity_id) |
| Add an entity to the ICorrelationMatrix by growing it to the requested size. | |
| float | ComputeCorrelation (ICollection< int > vector_i, ICollection< int > vector_j) |
| Computes the correlation of two binary vectors. | |
| void | ComputeCorrelations (IBooleanMatrix entity_data) |
| Compute the correlations from an implicit feedback, positive-only dataset. | |
| IMatrix< T > | CreateMatrix (int num_rows, int num_columns) |
| Create a matrix with a given number of rows and columns. | |
| void | Resize (int size) |
| Resize to the given size. | |
| void | Resize (int num_rows, int num_cols) |
| Grows or shrinks the matrix to the requested size, if necessary. | |
| IMatrix< T > | Transpose () |
| Get the transpose of the matrix, i.e. a matrix where rows and columns are interchanged. | |
| void | Write (StreamWriter writer) |
| Write out the correlations to a StreamWriter. | |
Properties | |
| bool | IsSymmetric [get] |
| True if the matrix is stored in a symmetric manner, false otherwise. | |
| int | NumberOfColumns [get] |
| The number of columns of the matrix. | |
| int | NumberOfRows [get] |
| The number of rows of the matrix. | |
| int | NumEntities [get] |
| size of the matrix (number of entities) | |
| T | this[int x, int y] [get, set] |
| The value at (i,j) | |
| bool | Weighted [get, set] |
| If set to true, give a lower weight to evidence coming from very frequent entities. | |
CorrelationMatrix that computes correlations over binary data.
| void AddEntity | ( | int | entity_id | ) | [inherited] |
Add an entity to the ICorrelationMatrix by growing it to the requested size.
Note that you still have to correctly compute and set the entity's correlation values
| entity_id | the numerical ID of the entity |
Implemented in SymmetricCorrelationMatrix, and AsymmetricCorrelationMatrix.
| float ComputeCorrelation | ( | ICollection< int > | vector_i, |
| ICollection< int > | vector_j | ||
| ) |
Computes the correlation of two binary vectors.
| vector_i | the first vector |
| vector_j | the second vector |
Implemented in BinaryDataAsymmetricCorrelationMatrix, and BinaryDataSymmetricCorrelationMatrix.
| void ComputeCorrelations | ( | IBooleanMatrix | entity_data | ) |
Compute the correlations from an implicit feedback, positive-only dataset.
| entity_data | the implicit feedback set, rows contain the entities to correlate |
Implemented in BinaryDataSymmetricCorrelationMatrix, and BinaryDataAsymmetricCorrelationMatrix.
| IMatrix<T> CreateMatrix | ( | int | num_rows, |
| int | num_columns | ||
| ) | [inherited] |
Create a matrix with a given number of rows and columns.
| num_rows | the number of rows |
| num_columns | the number of columns |
Implemented in SparseMatrix< T >, Matrix< T >, SparseBooleanMatrix, SkewSymmetricSparseMatrix, SymmetricMatrix< T >, and SymmetricSparseMatrix< T >.
| void Resize | ( | int | size | ) | [inherited] |
Resize to the given size.
| size | the size |
Implemented in AsymmetricCorrelationMatrix, and SymmetricCorrelationMatrix.
| void Resize | ( | int | num_rows, |
| int | num_cols | ||
| ) | [inherited] |
Grows or shrinks the matrix to the requested size, if necessary.
The new entries are filled with zeros. Obsolete entries are removed.
| num_rows | the number of rows |
| num_cols | the number of columns |
Implemented in Matrix< T >, SparseBooleanMatrix, SparseMatrix< T >, and SymmetricMatrix< T >.
| IMatrix<T> Transpose | ( | ) | [inherited] |
Get the transpose of the matrix, i.e. a matrix where rows and columns are interchanged.
Implemented in SparseBooleanMatrix, SparseMatrix< T >, Matrix< T >, and SymmetricMatrix< T >.
| void Write | ( | StreamWriter | writer | ) | [inherited] |
Write out the correlations to a StreamWriter.
| writer | A StreamWriter |
Implemented in AsymmetricCorrelationMatrix, and SymmetricCorrelationMatrix.
bool IsSymmetric [get, inherited] |
True if the matrix is stored in a symmetric manner, false otherwise.
Also true for skew symmetric matrices that exploit this property in order to save memory
Implemented in SparseBooleanMatrix, SkewSymmetricSparseMatrix, SparseMatrix< T >, Matrix< T >, SymmetricSparseMatrix< T >, AsymmetricCorrelationMatrix, SymmetricCorrelationMatrix, and SymmetricMatrix< T >.
int NumberOfColumns [get, inherited] |
The number of columns of the matrix.
The number of columns of the matrix
Implemented in SparseBooleanMatrix, SparseMatrix< T >, Matrix< T >, and SymmetricMatrix< T >.
int NumberOfRows [get, inherited] |
The number of rows of the matrix.
The number of rows of the matrix
Implemented in SparseBooleanMatrix, SparseMatrix< T >, Matrix< T >, and SymmetricMatrix< T >.
int NumEntities [get, inherited] |
size of the matrix (number of entities)
Implemented in SymmetricCorrelationMatrix, and AsymmetricCorrelationMatrix.
T this[int x, int y] [get, set, inherited] |
The value at (i,j)
The value at (i,j)
| x | the row ID |
| y | the column ID |
Implemented in SparseMatrix< T >, SparseBooleanMatrix, SkewSymmetricSparseMatrix, and SymmetricSparseMatrix< T >.
bool Weighted [get, set] |
If set to true, give a lower weight to evidence coming from very frequent entities.
Implemented in BinaryDataAsymmetricCorrelationMatrix, and BinaryDataSymmetricCorrelationMatrix.
1.7.6.1