Trapezoidal least squares system
Clash Royale CLAN TAG#URR8PPP
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I want to solve a least squares problem
$$
A x = b
$$
where $A$ is a $m times n$ lower trapezoidal matrix (zero above the diagonal), $x$ is $n times 1$, $b$ is $m times 1$, and $m > n$. So $A$ has the structure
$$
A = pmatrixL \ K
$$
where $L$ is $n times n$ lower triangular, and $K$ is $(m-n) times n$ and dense.
I can't find a LAPACK or BLAS routine to call to solve this. Can this system be solved efficiently without needing to perform a QR or SVD on the matrix $A$? $A$ is already in $LQ$ form so I'm hoping this can be taken advantage of somehow.
linear-algebra least-squares
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up vote
0
down vote
favorite
I want to solve a least squares problem
$$
A x = b
$$
where $A$ is a $m times n$ lower trapezoidal matrix (zero above the diagonal), $x$ is $n times 1$, $b$ is $m times 1$, and $m > n$. So $A$ has the structure
$$
A = pmatrixL \ K
$$
where $L$ is $n times n$ lower triangular, and $K$ is $(m-n) times n$ and dense.
I can't find a LAPACK or BLAS routine to call to solve this. Can this system be solved efficiently without needing to perform a QR or SVD on the matrix $A$? $A$ is already in $LQ$ form so I'm hoping this can be taken advantage of somehow.
linear-algebra least-squares
add a comment |Â
up vote
0
down vote
favorite
up vote
0
down vote
favorite
I want to solve a least squares problem
$$
A x = b
$$
where $A$ is a $m times n$ lower trapezoidal matrix (zero above the diagonal), $x$ is $n times 1$, $b$ is $m times 1$, and $m > n$. So $A$ has the structure
$$
A = pmatrixL \ K
$$
where $L$ is $n times n$ lower triangular, and $K$ is $(m-n) times n$ and dense.
I can't find a LAPACK or BLAS routine to call to solve this. Can this system be solved efficiently without needing to perform a QR or SVD on the matrix $A$? $A$ is already in $LQ$ form so I'm hoping this can be taken advantage of somehow.
linear-algebra least-squares
I want to solve a least squares problem
$$
A x = b
$$
where $A$ is a $m times n$ lower trapezoidal matrix (zero above the diagonal), $x$ is $n times 1$, $b$ is $m times 1$, and $m > n$. So $A$ has the structure
$$
A = pmatrixL \ K
$$
where $L$ is $n times n$ lower triangular, and $K$ is $(m-n) times n$ and dense.
I can't find a LAPACK or BLAS routine to call to solve this. Can this system be solved efficiently without needing to perform a QR or SVD on the matrix $A$? $A$ is already in $LQ$ form so I'm hoping this can be taken advantage of somehow.
linear-algebra least-squares
linear-algebra least-squares
edited Aug 30 at 17:06
asked Aug 30 at 5:06
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