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Context
I've been studying on my self on the part III (Conditioning and Stability) of the book Numerical Linear Algebra by Trefethen and Bau. The model of computation satisfies Image 13.5 and Image 13.7
After reading the definition in the book Image: 13.3, 13.4, other's post, and Nick Higham, my understanding of stability is that it's desirable if the value $\tilde{f}(x)$ ($\tilde{f}$ is the implementation of $f$ on computers.) suffered from rounding error in the operations in the algorithm (Forward error I think.) can be modeled as if the original problem $f(x)$ deviate it's input to neighboring $\tilde{x}$ satisfying (13.5) (Backward error) with small relative error. Additionally, backward stable means the relative error is actually zero.
Problem
- I don't know how to relate the method in (a), (b), (d) for (c) (If it's the right way).
- As you can see my understanding of stability comes with reformulate error into $\tilde{x}$ terms. How do I even discuss backward stability if there is no input at the first place like those in (e), (f), (g). What do I miss out on stability?
Attempts
- (a): $\tilde{f}(x) = x \bigoplus x = (x+x)*(1+\epsilon) = 2[x(1+\epsilon)] = 2\tilde{x} = f(\tilde{x})$. Hence it's backward stable, which implies stable. (d) is similar, we can distribute the ratio into $x$.
- (b): $\tilde{f}(x) = x \bigotimes x = (x^2)(1+\epsilon)$, which has the same order as $(x^2)(1+ 2\epsilon + \epsilon^2) = [x(1+\epsilon)]^2 = \tilde{x}^2 = f(\tilde{x})$. Hence it's backward stable, which implies stable.
- (c) If it is $x/y$, I will use $(1+\epsilon) \approx (1+\epsilon)^2$ to argue that $\tilde{f}(x,y) = [x(1+\epsilon)]/[y(1-\epsilon)] = f(\tilde{x},\tilde{y})$, or simply $\tilde{f}(x,y) = [x(1+\epsilon)]/y = f(\tilde{x},y)$. However, x = y in (c), so I was wondering if I have to make the deviation the same, i.e. reformulate $x/x(1+\epsilon)$ into something like $[x(1+\epsilon_2)]/[x(1+\epsilon_2)] $
Thanks in advance for your consideration. p.s. This is my first post in Math Stackexchange. If there's any formatting/notation/layout suggestion on the writing please let me know.