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Questions about the properties of vector spaces and linear transformations, including linear systems in general.

1 vote
1 answer
165 views

Matrix elimination

$A$ is symmetric positive definite matrix and $S$ is such that $A=SS^{T}$. Further $y=Sz$ Does there exist a simple ( or any verifiable) relation exist only involving $A$,$y$ and $z$ ? Thanks
arbitUser1401's user avatar
0 votes
1 answer
192 views

Ease of calculation of norm

I have SPD matrix A and two vectors z and b. Is there exist a norm where I can calculate $||A^{1/2}b-z||$ without having to calculate $A^{1/2}b$ explicitly ?
arbitUser1401's user avatar
2 votes
0 answers
184 views

Checking for error in conjugate gradient algorithm

What is a good way to check if the any numerical error is occured in conjugate gradient algorithm. Additionally why is it not suggested to check error by checking A-orthogonality of search direction o …
arbitUser1401's user avatar
1 vote
2 answers
3k views

Low-rank factorization of SPD matrix

I have a symmetric positive definite (SPD) matrix $A$ that needs to be factorized as ${A=SS^{T}}$. However, using the Cholesky decomposition for this purpose is prohibitive in terms of computational c …
arbitUser1401's user avatar
8 votes
0 answers
477 views

Problems where Conjugate gradient works much better than GMRES

I am interested in cases where Conjugate gradient works much better than GMRES method. In general, CG is preferable choice in many cases of SPD because it requires less storage and theoretical bound …
arbitUser1401's user avatar
2 votes
0 answers
873 views

Error bound on matrix vector multiplication

I am multiplying a matrix $A$ with vector $p$. However, the matrix $A$ isn't accurate. Some (a very small fraction) of the element's value is changed from $a_{i,j}$ to {0,$-a_{i,j}$, $2a_{i,j}$}. Ho …
arbitUser1401's user avatar