org.apache.commons.math3.linear
Interface RealMatrix

All Superinterfaces:
AnyMatrix
All Known Subinterfaces:
SparseRealMatrix
All Known Implementing Classes:
AbstractRealMatrix, Array2DRowRealMatrix, BlockRealMatrix, DiagonalMatrix, OpenMapRealMatrix, SymmetricMatrix

public interface RealMatrix
extends AnyMatrix

Interface defining a real-valued matrix with basic algebraic operations.

Matrix element indexing is 0-based -- e.g., getEntry(0, 0) returns the element in the first row, first column of the matrix.

Version:
$Id: RealMatrix.java 7721 2013-02-14 14:07:13Z CardosoP $

Method Summary
 RealMatrix add(RealMatrix m)
          Returns the sum of this and m.
 void addToEntry(int row, int column, double increment)
          Adds (in place) the specified value to the specified entry of this matrix.
 RealMatrix copy()
          Returns a (deep) copy of this.
 void copySubMatrix(int[] selectedRows, int[] selectedColumns, double[][] destination)
          Copy a submatrix.
 void copySubMatrix(int startRow, int endRow, int startColumn, int endColumn, double[][] destination)
          Copy a submatrix.
 RealMatrix createMatrix(int rowDimension, int columnDimension)
          Create a new RealMatrix of the same type as the instance with the supplied row and column dimensions.
 double[] getColumn(int column)
          Get the entries at the given column index as an array.
 RealMatrix getColumnMatrix(int column)
          Get the entries at the given column index as a column matrix.
 RealVector getColumnVector(int column)
          Get the entries at the given column index as a vector.
 double[][] getData()
          Returns matrix entries as a two-dimensional array.
 double getEntry(int row, int column)
          Get the entry in the specified row and column.
 double getFrobeniusNorm()
          Returns the Frobenius norm of the matrix.
 double getNorm()
          Returns the maximum absolute row sum norm of the matrix.
 double[] getRow(int row)
          Get the entries at the given row index.
 RealMatrix getRowMatrix(int row)
          Get the entries at the given row index as a row matrix.
 RealVector getRowVector(int row)
          Returns the entries in row number row as a vector.
 RealMatrix getSubMatrix(int[] selectedRows, int[] selectedColumns)
          Gets a submatrix.
 RealMatrix getSubMatrix(int startRow, int endRow, int startColumn, int endColumn)
          Gets a submatrix.
 double getTrace()
          Returns the trace of the matrix (the sum of the elements on the main diagonal).
 boolean isAntisymmetric(double zeroDiagonalThreshold)
          Checks if this is a antisymmetric matrix
 boolean isDiagonal(double threshold)
          Given a threshold, is this a diagonal matrix? The method indicates if the matrix is diagonal.
 boolean isInvertible(double threshold)
          Given a threshold, is this an invertible matrix? The method indicates if the matrix is invertible.
 boolean isOrthogonal(double thresholdNorm, double thresholdOrthogonality)
          Given a threshold, is this an orthogonal matrix? The method indicates if the matrix is orthogonal.
 boolean isSymmetric()
          Checks if this is a symmetric matrix
 RealMatrix multiply(RealMatrix m)
          Returns the result of postmultiplying this by m.
 void multiplyEntry(int row, int column, double factor)
          Multiplies (in place) the specified entry of this matrix by the specified value.
 double[] operate(double[] v)
          Returns the result of multiplying this by the vector v.
 RealVector operate(RealVector v)
          Returns the result of multiplying this by the vector v.
 RealMatrix power(int p)
          Returns the result of multiplying this with itself p times.
 double[] preMultiply(double[] v)
          Returns the (row) vector result of premultiplying this by the vector v.
 RealMatrix preMultiply(RealMatrix m)
          Returns the result of premultiplying this by m.
 RealVector preMultiply(RealVector v)
          Returns the (row) vector result of premultiplying this by the vector v.
 RealMatrix scalarAdd(double d)
          Returns the result of adding d to each entry of this.
 RealMatrix scalarMultiply(double d)
          Returns the result of multiplying each entry of this by d.
 void setColumn(int column, double[] array)
          Sets the specified column of this matrix to the entries of the specified array.
 void setColumnMatrix(int column, RealMatrix matrix)
          Sets the specified column of this matrix to the entries of the specified column matrix.
 void setColumnVector(int column, RealVector vector)
          Sets the specified column of this matrix to the entries of the specified vector.
 void setEntry(int row, int column, double value)
          Set the entry in the specified row and column.
 void setRow(int row, double[] array)
          Sets the specified row of this matrix to the entries of the specified array.
 void setRowMatrix(int row, RealMatrix matrix)
          Sets the specified row of this matrix to the entries of the specified row matrix.
 void setRowVector(int row, RealVector vector)
          Sets the specified row of this matrix to the entries of the specified vector.
 void setSubMatrix(double[][] subMatrix, int row, int column)
          Replace the submatrix starting at row, column using data in the input subMatrix array.
 RealMatrix subtract(RealMatrix m)
          Returns this minus m.
 RealMatrix transpose()
          Returns the transpose of this matrix.
 double walkInColumnOrder(RealMatrixChangingVisitor visitor)
          Visit (and possibly change) all matrix entries in column order.
 double walkInColumnOrder(RealMatrixChangingVisitor visitor, int startRow, int endRow, int startColumn, int endColumn)
          Visit (and possibly change) some matrix entries in column order.
 double walkInColumnOrder(RealMatrixPreservingVisitor visitor)
          Visit (but don't change) all matrix entries in column order.
 double walkInColumnOrder(RealMatrixPreservingVisitor visitor, int startRow, int endRow, int startColumn, int endColumn)
          Visit (but don't change) some matrix entries in column order.
 double walkInOptimizedOrder(RealMatrixChangingVisitor visitor)
          Visit (and possibly change) all matrix entries using the fastest possible order.
 double walkInOptimizedOrder(RealMatrixChangingVisitor visitor, int startRow, int endRow, int startColumn, int endColumn)
          Visit (and possibly change) some matrix entries using the fastest possible order.
 double walkInOptimizedOrder(RealMatrixPreservingVisitor visitor)
          Visit (but don't change) all matrix entries using the fastest possible order.
 double walkInOptimizedOrder(RealMatrixPreservingVisitor visitor, int startRow, int endRow, int startColumn, int endColumn)
          Visit (but don't change) some matrix entries using the fastest possible order.
 double walkInRowOrder(RealMatrixChangingVisitor visitor)
          Visit (and possibly change) all matrix entries in row order.
 double walkInRowOrder(RealMatrixChangingVisitor visitor, int startRow, int endRow, int startColumn, int endColumn)
          Visit (and possibly change) some matrix entries in row order.
 double walkInRowOrder(RealMatrixPreservingVisitor visitor)
          Visit (but don't change) all matrix entries in row order.
 double walkInRowOrder(RealMatrixPreservingVisitor visitor, int startRow, int endRow, int startColumn, int endColumn)
          Visit (but don't change) some matrix entries in row order.
 
Methods inherited from interface org.apache.commons.math3.linear.AnyMatrix
getColumnDimension, getRowDimension, isSquare
 

Method Detail

createMatrix

RealMatrix createMatrix(int rowDimension,
                        int columnDimension)
                        throws NotStrictlyPositiveException
Create a new RealMatrix of the same type as the instance with the supplied row and column dimensions.

Parameters:
rowDimension - the number of rows in the new matrix
columnDimension - the number of columns in the new matrix
Returns:
a new matrix of the same type as the instance
Throws:
NotStrictlyPositiveException - if row or column dimension is not positive.
Since:
2.0

copy

RealMatrix copy()
Returns a (deep) copy of this.

Returns:
matrix copy

add

RealMatrix add(RealMatrix m)
               throws MatrixDimensionMismatchException
Returns the sum of this and m.

Parameters:
m - matrix to be added
Returns:
this + m
Throws:
MatrixDimensionMismatchException - if m is not the same size as this.

subtract

RealMatrix subtract(RealMatrix m)
                    throws MatrixDimensionMismatchException
Returns this minus m.

Parameters:
m - matrix to be subtracted
Returns:
this - m
Throws:
MatrixDimensionMismatchException - if m is not the same size as this.

scalarAdd

RealMatrix scalarAdd(double d)
Returns the result of adding d to each entry of this.

Parameters:
d - value to be added to each entry
Returns:
d + this

scalarMultiply

RealMatrix scalarMultiply(double d)
Returns the result of multiplying each entry of this by d.

Parameters:
d - value to multiply all entries by
Returns:
d * this

multiply

RealMatrix multiply(RealMatrix m)
                    throws DimensionMismatchException
Returns the result of postmultiplying this by m.

Parameters:
m - matrix to postmultiply by
Returns:
this * m
Throws:
DimensionMismatchException - if columnDimension(this) != rowDimension(m)

preMultiply

RealMatrix preMultiply(RealMatrix m)
                       throws DimensionMismatchException
Returns the result of premultiplying this by m.

Parameters:
m - matrix to premultiply by
Returns:
m * this
Throws:
DimensionMismatchException - if rowDimension(this) != columnDimension(m)

power

RealMatrix power(int p)
                 throws NotPositiveException,
                        NonSquareMatrixException
Returns the result of multiplying this with itself p times. Depending on the underlying storage, instability for high powers might occur.

Parameters:
p - raise this to power p
Returns:
this^p
Throws:
NotPositiveException - if p < 0
NonSquareMatrixException - if the matrix is not square

getData

double[][] getData()
Returns matrix entries as a two-dimensional array.

Returns:
2-dimensional array of entries

getNorm

double getNorm()
Returns the maximum absolute row sum norm of the matrix.

Returns:
norm

getFrobeniusNorm

double getFrobeniusNorm()
Returns the Frobenius norm of the matrix.

Returns:
norm

getSubMatrix

RealMatrix getSubMatrix(int startRow,
                        int endRow,
                        int startColumn,
                        int endColumn)
                        throws OutOfRangeException,
                               NumberIsTooSmallException
Gets a submatrix. Rows and columns are indicated counting from 0 to n-1.

Parameters:
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index (inclusive)
Returns:
The subMatrix containing the data of the specified rows and columns.
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.

getSubMatrix

RealMatrix getSubMatrix(int[] selectedRows,
                        int[] selectedColumns)
                        throws NullArgumentException,
                               NoDataException,
                               OutOfRangeException
Gets a submatrix. Rows and columns are indicated counting from 0 to n-1.

Parameters:
selectedRows - Array of row indices.
selectedColumns - Array of column indices.
Returns:
The subMatrix containing the data in the specified rows and columns
Throws:
NullArgumentException - if the row or column selections are null
NoDataException - if the row or column selections are empty (zero length).
OutOfRangeException - if the indices are not valid.

copySubMatrix

void copySubMatrix(int startRow,
                   int endRow,
                   int startColumn,
                   int endColumn,
                   double[][] destination)
                   throws OutOfRangeException,
                          NumberIsTooSmallException,
                          MatrixDimensionMismatchException
Copy a submatrix. Rows and columns are indicated counting from 0 to n-1.

Parameters:
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index (inclusive)
destination - The arrays where the submatrix data should be copied (if larger than rows/columns counts, only the upper-left part will be used)
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.
MatrixDimensionMismatchException - if the destination array is too small.

copySubMatrix

void copySubMatrix(int[] selectedRows,
                   int[] selectedColumns,
                   double[][] destination)
                   throws OutOfRangeException,
                          NullArgumentException,
                          NoDataException,
                          MatrixDimensionMismatchException
Copy a submatrix. Rows and columns are indicated counting from 0 to n-1.

Parameters:
selectedRows - Array of row indices.
selectedColumns - Array of column indices.
destination - The arrays where the submatrix data should be copied (if larger than rows/columns counts, only the upper-left part will be used)
Throws:
NullArgumentException - if the row or column selections are null
NoDataException - if the row or column selections are empty (zero length).
OutOfRangeException - if the indices are not valid.
MatrixDimensionMismatchException - if the destination array is too small.

setSubMatrix

void setSubMatrix(double[][] subMatrix,
                  int row,
                  int column)
                  throws NoDataException,
                         OutOfRangeException,
                         DimensionMismatchException,
                         NullArgumentException
Replace the submatrix starting at row, column using data in the input subMatrix array. Indexes are 0-based.

Example:
Starting with

 1  2  3  4
 5  6  7  8
 9  0  1  2
 
and subMatrix = {{3, 4} {5,6}}, invoking setSubMatrix(subMatrix,1,1)) will result in
 1  2  3  4
 5  3  4  8
 9  5  6  2
 

Parameters:
subMatrix - array containing the submatrix replacement data
row - row coordinate of the top, left element to be replaced
column - column coordinate of the top, left element to be replaced
Throws:
NoDataException - if subMatrix is empty.
OutOfRangeException - if subMatrix does not fit into this matrix from element in (row, column).
DimensionMismatchException - if subMatrix is not rectangular (not all rows have the same length) or empty.
NullArgumentException - if subMatrix is null.
Since:
2.0

getRowMatrix

RealMatrix getRowMatrix(int row)
                        throws OutOfRangeException
Get the entries at the given row index as a row matrix. Row indices start at 0.

Parameters:
row - Row to be fetched.
Returns:
row Matrix.
Throws:
OutOfRangeException - if the specified row index is invalid.

setRowMatrix

void setRowMatrix(int row,
                  RealMatrix matrix)
                  throws OutOfRangeException,
                         MatrixDimensionMismatchException
Sets the specified row of this matrix to the entries of the specified row matrix. Row indices start at 0.

Parameters:
row - Row to be set.
matrix - Row matrix to be copied (must have one row and the same number of columns as the instance).
Throws:
OutOfRangeException - if the specified row index is invalid.
MatrixDimensionMismatchException - if the row dimension of the matrix is not 1, or the column dimensions of this and matrix do not match.

getColumnMatrix

RealMatrix getColumnMatrix(int column)
                           throws OutOfRangeException
Get the entries at the given column index as a column matrix. Column indices start at 0.

Parameters:
column - Column to be fetched.
Returns:
column Matrix.
Throws:
OutOfRangeException - if the specified column index is invalid.

setColumnMatrix

void setColumnMatrix(int column,
                     RealMatrix matrix)
                     throws OutOfRangeException,
                            MatrixDimensionMismatchException
Sets the specified column of this matrix to the entries of the specified column matrix. Column indices start at 0.

Parameters:
column - Column to be set.
matrix - Column matrix to be copied (must have one column and the same number of rows as the instance).
Throws:
OutOfRangeException - if the specified column index is invalid.
MatrixDimensionMismatchException - if the column dimension of the matrix is not 1, or the row dimensions of this and matrix do not match.

getRowVector

RealVector getRowVector(int row)
                        throws OutOfRangeException
Returns the entries in row number row as a vector. Row indices start at 0.

Parameters:
row - Row to be fetched.
Returns:
a row vector.
Throws:
OutOfRangeException - if the specified row index is invalid.

setRowVector

void setRowVector(int row,
                  RealVector vector)
                  throws OutOfRangeException,
                         MatrixDimensionMismatchException
Sets the specified row of this matrix to the entries of the specified vector. Row indices start at 0.

Parameters:
row - Row to be set.
vector - row vector to be copied (must have the same number of column as the instance).
Throws:
OutOfRangeException - if the specified row index is invalid.
MatrixDimensionMismatchException - if the vector dimension does not match the column dimension of this matrix.

getColumnVector

RealVector getColumnVector(int column)
                           throws OutOfRangeException
Get the entries at the given column index as a vector. Column indices start at 0.

Parameters:
column - Column to be fetched.
Returns:
a column vector.
Throws:
OutOfRangeException - if the specified column index is invalid

setColumnVector

void setColumnVector(int column,
                     RealVector vector)
                     throws OutOfRangeException,
                            MatrixDimensionMismatchException
Sets the specified column of this matrix to the entries of the specified vector. Column indices start at 0.

Parameters:
column - Column to be set.
vector - column vector to be copied (must have the same number of rows as the instance).
Throws:
OutOfRangeException - if the specified column index is invalid.
MatrixDimensionMismatchException - if the vector dimension does not match the row dimension of this matrix.

getRow

double[] getRow(int row)
                throws OutOfRangeException
Get the entries at the given row index. Row indices start at 0.

Parameters:
row - Row to be fetched.
Returns:
the array of entries in the row.
Throws:
OutOfRangeException - if the specified row index is not valid.

setRow

void setRow(int row,
            double[] array)
            throws OutOfRangeException,
                   MatrixDimensionMismatchException
Sets the specified row of this matrix to the entries of the specified array. Row indices start at 0.

Parameters:
row - Row to be set.
array - Row matrix to be copied (must have the same number of columns as the instance)
Throws:
OutOfRangeException - if the specified row index is invalid.
MatrixDimensionMismatchException - if the array length does not match the column dimension of this matrix.

getColumn

double[] getColumn(int column)
                   throws OutOfRangeException
Get the entries at the given column index as an array. Column indices start at 0.

Parameters:
column - Column to be fetched.
Returns:
the array of entries in the column.
Throws:
OutOfRangeException - if the specified column index is not valid.

setColumn

void setColumn(int column,
               double[] array)
               throws OutOfRangeException,
                      MatrixDimensionMismatchException
Sets the specified column of this matrix to the entries of the specified array. Column indices start at 0.

Parameters:
column - Column to be set.
array - Column array to be copied (must have the same number of rows as the instance).
Throws:
OutOfRangeException - if the specified column index is invalid.
MatrixDimensionMismatchException - if the array length does not match the row dimension of this matrix.

getEntry

double getEntry(int row,
                int column)
                throws OutOfRangeException
Get the entry in the specified row and column. Row and column indices start at 0.

Parameters:
row - Row index of entry to be fetched.
column - Column index of entry to be fetched.
Returns:
the matrix entry at (row, column).
Throws:
OutOfRangeException - if the row or column index is not valid.

setEntry

void setEntry(int row,
              int column,
              double value)
              throws OutOfRangeException
Set the entry in the specified row and column. Row and column indices start at 0.

Parameters:
row - Row index of entry to be set.
column - Column index of entry to be set.
value - the new value of the entry.
Throws:
OutOfRangeException - if the row or column index is not valid
Since:
2.0

addToEntry

void addToEntry(int row,
                int column,
                double increment)
                throws OutOfRangeException
Adds (in place) the specified value to the specified entry of this matrix. Row and column indices start at 0.

Parameters:
row - Row index of the entry to be modified.
column - Column index of the entry to be modified.
increment - value to add to the matrix entry.
Throws:
OutOfRangeException - if the row or column index is not valid.
Since:
2.0

multiplyEntry

void multiplyEntry(int row,
                   int column,
                   double factor)
                   throws OutOfRangeException
Multiplies (in place) the specified entry of this matrix by the specified value. Row and column indices start at 0.

Parameters:
row - Row index of the entry to be modified.
column - Column index of the entry to be modified.
factor - Multiplication factor for the matrix entry.
Throws:
OutOfRangeException - if the row or column index is not valid.
Since:
2.0

transpose

RealMatrix transpose()
Returns the transpose of this matrix.

Returns:
transpose matrix

isOrthogonal

boolean isOrthogonal(double thresholdNorm,
                     double thresholdOrthogonality)
Given a threshold, is this an orthogonal matrix? The method indicates if the matrix is orthogonal. To do so the method checks if the column vectors of the matrix form an orthonomal set.

Parameters:
thresholdNorm - : allowed relative error with respect to the normality of the vectors
thresholdOrthogonality - : allowed absolute error with respect to the mutual orthogonality of the vectors
Returns:
true if the vectors form an orthonormal set taking into account an allowed error, false otherwise

isDiagonal

boolean isDiagonal(double threshold)
Given a threshold, is this a diagonal matrix? The method indicates if the matrix is diagonal. To do so the method checks if the non diagonal elements are zero.

Parameters:
threshold - : allowed absolute error on non diagonal elements
Returns:
true if the non diagonal elements are zero taking into account a threshold, false otherwise

isInvertible

boolean isInvertible(double threshold)
Given a threshold, is this an invertible matrix? The method indicates if the matrix is invertible. To do so the method checks the linear independence between the column vectors of the matrix.

Parameters:
threshold - : allowed relative error on the column vectors independence
Returns:
true if the determinant is different to zero taking into account a threshold, false otherwise

getTrace

double getTrace()
                throws NonSquareMatrixException
Returns the trace of the matrix (the sum of the elements on the main diagonal).

Returns:
the trace.
Throws:
NonSquareMatrixException - if the matrix is not square.

isSymmetric

boolean isSymmetric()
Checks if this is a symmetric matrix

Returns:
true if this is a symmetric matrix

isAntisymmetric

boolean isAntisymmetric(double zeroDiagonalThreshold)
Checks if this is a antisymmetric matrix

Parameters:
zeroDiagonalThreshold - the threshold used in comparisons to zero for the diagonal values
Returns:
true if this is a antisymmetric matrix

operate

double[] operate(double[] v)
                 throws DimensionMismatchException
Returns the result of multiplying this by the vector v.

Parameters:
v - the vector to operate on
Returns:
this * v
Throws:
DimensionMismatchException - if the length of v does not match the column dimension of this.

operate

RealVector operate(RealVector v)
                   throws DimensionMismatchException
Returns the result of multiplying this by the vector v.

Parameters:
v - the vector to operate on
Returns:
this * v
Throws:
DimensionMismatchException - if the dimension of v does not match the column dimension of this.

preMultiply

double[] preMultiply(double[] v)
                     throws DimensionMismatchException
Returns the (row) vector result of premultiplying this by the vector v.

Parameters:
v - the row vector to premultiply by
Returns:
v * this
Throws:
DimensionMismatchException - if the length of v does not match the row dimension of this.

preMultiply

RealVector preMultiply(RealVector v)
                       throws DimensionMismatchException
Returns the (row) vector result of premultiplying this by the vector v.

Parameters:
v - the row vector to premultiply by
Returns:
v * this
Throws:
DimensionMismatchException - if the dimension of v does not match the row dimension of this.

walkInRowOrder

double walkInRowOrder(RealMatrixChangingVisitor visitor)
Visit (and possibly change) all matrix entries in row order.

Row order starts at upper left and iterating through all elements of a row from left to right before going to the leftmost element of the next row.

Parameters:
visitor - visitor used to process all matrix entries
Returns:
the value returned by RealMatrixChangingVisitor.end() at the end of the walk
See Also:
walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInRowOrder

double walkInRowOrder(RealMatrixPreservingVisitor visitor)
Visit (but don't change) all matrix entries in row order.

Row order starts at upper left and iterating through all elements of a row from left to right before going to the leftmost element of the next row.

Parameters:
visitor - visitor used to process all matrix entries
Returns:
the value returned by RealMatrixPreservingVisitor.end() at the end of the walk
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInRowOrder

double walkInRowOrder(RealMatrixChangingVisitor visitor,
                      int startRow,
                      int endRow,
                      int startColumn,
                      int endColumn)
                      throws OutOfRangeException,
                             NumberIsTooSmallException
Visit (and possibly change) some matrix entries in row order.

Row order starts at upper left and iterating through all elements of a row from left to right before going to the leftmost element of the next row.

Parameters:
visitor - visitor used to process all matrix entries
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index
Returns:
the value returned by RealMatrixChangingVisitor.end() at the end of the walk
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInRowOrder

double walkInRowOrder(RealMatrixPreservingVisitor visitor,
                      int startRow,
                      int endRow,
                      int startColumn,
                      int endColumn)
                      throws OutOfRangeException,
                             NumberIsTooSmallException
Visit (but don't change) some matrix entries in row order.

Row order starts at upper left and iterating through all elements of a row from left to right before going to the leftmost element of the next row.

Parameters:
visitor - visitor used to process all matrix entries
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index
Returns:
the value returned by RealMatrixPreservingVisitor.end() at the end of the walk
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInColumnOrder

double walkInColumnOrder(RealMatrixChangingVisitor visitor)
Visit (and possibly change) all matrix entries in column order.

Column order starts at upper left and iterating through all elements of a column from top to bottom before going to the topmost element of the next column.

Parameters:
visitor - visitor used to process all matrix entries
Returns:
the value returned by RealMatrixChangingVisitor.end() at the end of the walk
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInColumnOrder

double walkInColumnOrder(RealMatrixPreservingVisitor visitor)
Visit (but don't change) all matrix entries in column order.

Column order starts at upper left and iterating through all elements of a column from top to bottom before going to the topmost element of the next column.

Parameters:
visitor - visitor used to process all matrix entries
Returns:
the value returned by RealMatrixPreservingVisitor.end() at the end of the walk
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInColumnOrder

double walkInColumnOrder(RealMatrixChangingVisitor visitor,
                         int startRow,
                         int endRow,
                         int startColumn,
                         int endColumn)
                         throws OutOfRangeException,
                                NumberIsTooSmallException
Visit (and possibly change) some matrix entries in column order.

Column order starts at upper left and iterating through all elements of a column from top to bottom before going to the topmost element of the next column.

Parameters:
visitor - visitor used to process all matrix entries
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index
Returns:
the value returned by RealMatrixChangingVisitor.end() at the end of the walk
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInColumnOrder

double walkInColumnOrder(RealMatrixPreservingVisitor visitor,
                         int startRow,
                         int endRow,
                         int startColumn,
                         int endColumn)
                         throws OutOfRangeException,
                                NumberIsTooSmallException
Visit (but don't change) some matrix entries in column order.

Column order starts at upper left and iterating through all elements of a column from top to bottom before going to the topmost element of the next column.

Parameters:
visitor - visitor used to process all matrix entries
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index
Returns:
the value returned by RealMatrixPreservingVisitor.end() at the end of the walk
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInOptimizedOrder

double walkInOptimizedOrder(RealMatrixChangingVisitor visitor)
Visit (and possibly change) all matrix entries using the fastest possible order.

The fastest walking order depends on the exact matrix class. It may be different from traditional row or column orders.

Parameters:
visitor - visitor used to process all matrix entries
Returns:
the value returned by RealMatrixChangingVisitor.end() at the end of the walk
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInOptimizedOrder

double walkInOptimizedOrder(RealMatrixPreservingVisitor visitor)
Visit (but don't change) all matrix entries using the fastest possible order.

The fastest walking order depends on the exact matrix class. It may be different from traditional row or column orders.

Parameters:
visitor - visitor used to process all matrix entries
Returns:
the value returned by RealMatrixPreservingVisitor.end() at the end of the walk
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInOptimizedOrder

double walkInOptimizedOrder(RealMatrixChangingVisitor visitor,
                            int startRow,
                            int endRow,
                            int startColumn,
                            int endColumn)
                            throws OutOfRangeException,
                                   NumberIsTooSmallException
Visit (and possibly change) some matrix entries using the fastest possible order.

The fastest walking order depends on the exact matrix class. It may be different from traditional row or column orders.

Parameters:
visitor - visitor used to process all matrix entries
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index (inclusive)
Returns:
the value returned by RealMatrixChangingVisitor.end() at the end of the walk
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int)

walkInOptimizedOrder

double walkInOptimizedOrder(RealMatrixPreservingVisitor visitor,
                            int startRow,
                            int endRow,
                            int startColumn,
                            int endColumn)
                            throws OutOfRangeException,
                                   NumberIsTooSmallException
Visit (but don't change) some matrix entries using the fastest possible order.

The fastest walking order depends on the exact matrix class. It may be different from traditional row or column orders.

Parameters:
visitor - visitor used to process all matrix entries
startRow - Initial row index
endRow - Final row index (inclusive)
startColumn - Initial column index
endColumn - Final column index (inclusive)
Returns:
the value returned by RealMatrixPreservingVisitor.end() at the end of the walk
Throws:
OutOfRangeException - if the indices are not valid.
NumberIsTooSmallException - if endRow < startRow or endColumn < startColumn.
See Also:
walkInRowOrder(RealMatrixChangingVisitor), walkInRowOrder(RealMatrixPreservingVisitor), walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int), walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixChangingVisitor), walkInColumnOrder(RealMatrixPreservingVisitor), walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int), walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int), walkInOptimizedOrder(RealMatrixChangingVisitor), walkInOptimizedOrder(RealMatrixPreservingVisitor), walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int)


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