QR
Updated 2023-10-19 18:55:07.870000
Syntax
SELECT [westclintech].[wct].[QR](
<@Matrix, nvarchar(max),>
,<@MatrixName, nvarchar(4000),>)
Description
Use the scalar function QR for decomposing a the string representation of an N x N matrix A into the product of an upper triangular matrix R and an orthogonal matrix Q, such that
A=QR.
QR expects a string representation of the matrix, with columns separated by commas and rows separated by semi-colons.
Arguments
@MatrixName
The name of the matrix, Q or R, to be returned.
@Matrix
a string representation of an upper-triangular matrix.
Return Type
nvarchar(max)
Remarks
The number of columns in @Matrix must be equal to the number of rows or an error will be returned.
The string representations of @Matrix must only contain numbers, commas (to separate the columns), and semi-colons to separate the rows.
Consecutive commas will generate an error.
Consecutive semi-colons will generate an error.
Non-numeric data between commas will generate an error
Non-number data between semi-colons will generate an error
To convert non-normalized data to a string format, use the Matrix2String or the Matrix2String_q function.
To convert normalized data to a string format, use the NMatrix2String or the NMatrix2String_q function.
To convert the string result to a table, use the table-valued function MATRIX.
If @MatrixName is not 'Q' or 'R' an error message will be returned.
Examples
In this example we will return the Q matrix in string format.
DECLARE @A as varchar(max);
SET @A = '12,-51,4;6,167,-68;-4,24,-41';
SELECT wct.QR(@A, 'Q') as Q;
This produces the following result.
{"columns":[{"field":"Q"}],"rows":[{"Q":"-0.857142857142857,0.394285714285714,-0.331428571428571;-0.428571428571429,-0.902857142857142,0.0342857142857143;0.285714285714286,-0.171428571428571,-0.942857142857142"}]}
To get the R matrix, we could have entered:
SELECT wct.QR(@A, 'R') as R;
This produces the following result.
{"columns":[{"field":"R"}],"rows":[{"R":"-14,-21,14;0,-175,70;0,0,35"}]}
If we calculate Q * R we should get the original matrix, A, returned, within the limits of floating point arithmetic.
DECLARE @A as varchar(max);
SET @A = '12,-51,4;6,167,-68;-4,24,-41';
SELECT wct.MATMULT(wct.QR(@A, 'Q'), wct.QR(@A, 'R')) as [Q * R];
This produces the following result.
{"columns":[{"field":"Q * R"}],"rows":[{"Q * R":"12,-51,4;6.00000000000001,167,-67.9999999999999;-4,23.9999999999999,-40.9999999999999"}]}
We can use the table-valued function MATRIX to turn the results into third-normal form.
SELECT RowNum,
ColNum,
ROUND(ItemValue, 0) as ItemValue
FROM wct.MATRIX(wct.MATMULT(wct.QR(@A, 'Q'), wct.QR(@A, 'R')));
This produces the following result.
{"columns":[{"field":"RowNum","headerClass":"ag-right-aligned-header","cellClass":"ag-right-aligned-cell"},{"field":"ColNum","headerClass":"ag-right-aligned-header","cellClass":"ag-right-aligned-cell"},{"field":"ItemValue","headerClass":"ag-right-aligned-header","cellClass":"ag-right-aligned-cell"}],"rows":[{"RowNum":"0","ColNum":"0","ItemValue":"12"},{"RowNum":"0","ColNum":"1","ItemValue":"-51"},{"RowNum":"0","ColNum":"2","ItemValue":"4"},{"RowNum":"1","ColNum":"0","ItemValue":"6"},{"RowNum":"1","ColNum":"1","ItemValue":"167"},{"RowNum":"1","ColNum":"2","ItemValue":"-68"},{"RowNum":"2","ColNum":"0","ItemValue":"-4"},{"RowNum":"2","ColNum":"1","ItemValue":"24"},{"RowNum":"2","ColNum":"2","ItemValue":"-41"}]}
We can also calculate QTQ, verifying that this will return the identity matrix.
DECLARE @A as varchar(max);
SET @A = '12,-51,4;6,167,-68;-4,24,-41';
SELECT RowNum,
ColNum,
ROUND(ItemValue, 0) as ItemValue
FROM wct.MATRIX(wct.MATMULT(wct.TRANSPOSE(wct.QR(@A, 'Q')), wct.QR(@A, 'Q')));
This returns the following result.
{"columns":[{"field":"RowNum","headerClass":"ag-right-aligned-header","cellClass":"ag-right-aligned-cell"},{"field":"ColNum","headerClass":"ag-right-aligned-header","cellClass":"ag-right-aligned-cell"},{"field":"ItemValue","headerClass":"ag-right-aligned-header","cellClass":"ag-right-aligned-cell"}],"rows":[{"RowNum":"0","ColNum":"0","ItemValue":"1"},{"RowNum":"0","ColNum":"1","ItemValue":"0"},{"RowNum":"0","ColNum":"2","ItemValue":"0"},{"RowNum":"1","ColNum":"0","ItemValue":"0"},{"RowNum":"1","ColNum":"1","ItemValue":"1"},{"RowNum":"1","ColNum":"2","ItemValue":"0"},{"RowNum":"2","ColNum":"0","ItemValue":"0"},{"RowNum":"2","ColNum":"1","ItemValue":"0"},{"RowNum":"2","ColNum":"2","ItemValue":"1"}]}