Computational Science Asked by Dirk on December 30, 2020
Assume that you have two linear maps $A$ and $V$. For a given $x$ (of appropriate dimension) you can compute $Ax$ numerically, and for any $y$ (of appropriate dimension) you can calculate $V^Ty$ numerically. But you do not have access to both $A^Ty$ and $Vx$ on your computer. Hence, you can compute things like $$langle Ax,yranglequadtext{and}quad langle x,V^Tyrangle$$
and you may even be able to estimate
$$sup_{x,y}|langle Ax,yrangle – langle x,V^Tyrangle|.$$
My question is:
I’d like to add, that this situation is somehow always the case in floating point arithmetic, because each time you compute A*x
or A'*y
, different rounding errors occur, hence the results of (A*x)'*y
and (x')*(A'*y)
are different, too. (Btw, does anybody know an estimate for this quantity?) In double precision, this is probably not much of a problem, but in single or half precision, the errors seem to become non-neglectable.
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