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Here are a few simple steps to help you solve the finite difference rounding error problem.

Rounding errors usually depend on the need to round (or hash) almost every number to a certain number of digits relative to the numeric calculation. Truncation errors occur when an infinite (in some sense) process is replaced by a deterministic process.

## How can we avoid rounding errors?

Identify and avoid rounding errors.Use symbolic calculations whenever possible.Perform calculations with increased accuracy.Compare symbolic and numeric results.Draw a function or expression.

Consider a centered finite principal difference approximation of the first derivative of a smooth function

It is known that many, if we see a plot of $textloglog$ errors against you, we will have an increment after a certain actual value of $h approximately 10^-5$ Any error starts with an increase. I wanted to understand that such methods can be predicted.

I showed this answer from user @LutzLehmann, from which he wrote that since functional opinions generate noise, the error is usually a combination of an approximation error and this noise, i.e. a factor like

Where $M_0$ is the absolute value in one function evaluation and $M_3$ is the absolute value in the next derivative function evaluation.

Then he writes that the error will be minimal if $h approx mu^frac13$(i.e., about $10^-5$ if $mu$ can run a double-precision machine), under the general assumption that $M_0$ and $M_3$ are certainly about the same.

I can’t figure out “how” a particular person thinks I like it: I mean, let’sLet’s not start with $M_0=M_3=M$. Then we have an error like $$M(mu + h^3)$$

If I want to successfully minimize, I would say that $h^3 is equal to – mu$, which means that this step is negative, which doesn’t make sense. Why didn’t he have it without a signature?

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