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Imagine you have a function $$f(A,B) =A \cdot B$$ where $A=g(t)$ and $B=h(t)$ and $g$ and $h$ are unknown.

You measure $f(A,B)$ at $t_0$ and $t_1$ and you see a difference (either positive or negative). This implies there was a variation in $A$ and/or $B$ during instants $t_0$ and $t_1$.

How do you compute the “importance” of each of $A$, $B$ variations with regards to the variation of $f(A,B)$?

Example 1: maybe $A$ relatively varied a lot between $t_0$ and $t_1$, but $B$ remained stable and $f(A,B)$ didn’t varied that much (e.g., the equation is much more sensible to variations in $B$ than in $A$).

Example 2: both $A$ and $B$ varied a bit, but a minor variation in $A$ would cause a bigger variation in $f(A,B)$.

Bonus questions: what if were there several polynomial terms in the equation (e.g., $f = A_1 \cdot B_1 +A_2 \cdot B_2 +A_3 \cdot B_3$)?

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  • What assumptions on $A$ and $B$ do you have ? – Beleth Jan 06 '24 at 09:12
  • Sorry, could you please expand? Examples of assumptions would help me – Guilhermevrs Jan 06 '24 at 09:15
  • I guess the assumptions that you will want to add depend on your original problem (e.g. Are there physical constraints ? Where do $A$ and $B$ come from ? Continuity ? Polynomial expression ?). Because your current problem is not well conditioned, and a plethora of $A$ and $B$ will solve it. – Beleth Jan 06 '24 at 09:19
  • @Guilhermevrs, you should learn to use MathJax in order to write formulas in an appropriate manner. – Angelo Jan 06 '24 at 09:23
  • @Guilhermevrs, since the function $f(A,B)=A!\cdot!B$ is symmetric with respect to $A$ and $B$, it is not possible that a big variation of $A$ and a little variation of $B$ cause a little variation of $f(A,B)$. Moreover, for the sane reason, it is not possible that a little variation of $B$ and a minor variation of $A$ cause a big variation of $f(A,B)$. It means that the variations of $A$ and $B$ have the same "importance" with regards to the variation of $f(A,B)=A!\cdot!B$. – Angelo Jan 06 '24 at 09:48

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