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QR decomposition
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===Rectangular matrix=== More generally, we can factor a complex ''m''Γ''n'' matrix ''A'', with {{nowrap|''m'' β₯ ''n''}}, as the product of an ''m''Γ''m'' [[unitary matrix]] ''Q'' and an ''m''Γ''n'' upper triangular matrix ''R''. As the bottom (''m''β''n'') rows of an ''m''Γ''n'' upper triangular matrix consist entirely of zeroes, it is often useful to partition ''R'', or both ''R'' and ''Q'': :<math> A = QR = Q \begin{bmatrix} R_1 \\ 0 \end{bmatrix} = \begin{bmatrix} Q_1 & Q_2 \end{bmatrix} \begin{bmatrix} R_1 \\ 0 \end{bmatrix} = Q_1 R_1, </math> where ''R''<sub>1</sub> is an ''n''Γ''n'' upper triangular matrix, 0 is an {{nowrap|(''m'' β ''n'')Γ''n''}} [[zero matrix]], ''Q''<sub>1</sub> is ''m''Γ''n'', ''Q''<sub>2</sub> is {{nowrap|''m''Γ(''m'' β ''n'')}}, and ''Q''<sub>1</sub> and ''Q''<sub>2</sub> both have orthogonal columns. {{harvtxt|Golub|Van Loan|1996|loc=Β§5.2}} call ''Q''<sub>1</sub>''R''<sub>1</sub> the ''thin QR factorization'' of ''A''; Trefethen and Bau call this the ''reduced QR factorization''.<ref name=Trefethen/> If ''A'' is of full [[matrix rank|rank]] ''n'' and we require that the diagonal elements of ''R''<sub>1</sub> are positive then ''R''<sub>1</sub> and ''Q''<sub>1</sub> are unique, but in general ''Q''<sub>2</sub> is not. ''R''<sub>1</sub> is then equal to the upper triangular factor of the [[Cholesky decomposition]] of ''A''{{starred}} ''A'' (= ''A''<sup>T</sup>''A'' if ''A'' is real).
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