Questions tagged [linear-approximation]

For questions about linear approximations, $f(x) \approx f(a)+f'(a)(x-a)$ for $x$ around $a$.

271 questions
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What is the difference between linear approximation and a differential?

From my understanding, linear approximations and differentials both use the tangent line to a function to estimate the value of the function at a point. I understand that their respective equations are different - but conceptually how are they…
maddie
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What is the meaning of a differential in terms of an exact differential?

As I understand it a differential is an outdated concept from the time of Liebniz which was used to define derivatives and integrals before limits came along. As such $dy$ or $dx$ don't really have any meaning on their own. I have seen in multiple…
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How can I formulate the 3-SAT problem as a 0-1 Linear integer program?

I understand the 3-Sat problem but I do not understand 0-1 Linear Integer Program. I know in a linear integer program I would have an indicator variable $X_i$ that indicates whether a clause is true or not, and I want to maximize this? Can someone…
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Computer Algebra Systems for Experimental Mathematics (especially Integer Relations with PSLQ)

I would like to use a computer algebra system to do some experimental mathematics, particularly Integer Relation problems using the PSLQ algorithm. I know that Maple has a PSLQ implementation, but I'd rather not pay for the entire Maple suite just…
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Reason for the name "Ring of dual numbers"

The ring of dual numbers over a field $k$ is defined as the quotient $$k[\varepsilon]/\varepsilon^2.$$ I was reading this question with an interesting answer about some of their basic properties and, if I understand correctly, this ring offers a way…
Abramo
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$\zeta(1 + 2/x)$ has a strange, nearly linear behaviour

I was messing around with some infinite sums in $\ell^p$ spaces and I encountered a strange result: $\zeta\left(1 + \frac{2}{x}\right)$ looks like it is linear in $x$ for $x > 1$! A simple linear regression gives me $\zeta\left(1 +…
NoOneIsHere
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Intuition of error in Taylor appoximation and finding error in approximation of a function by a constant function

I am reading up on Taylor approximation of a function and I'm trying to develop the intuition for the remainder, when approximating a function with $n^{th}$ degree polynomial which has a continuous $(n+1)^{th}$ derivate, given by …
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Linear Approximations from Differential Algebras

Suppose we have a differential ring $(R,+,\cdot)$ with derivation $\partial: R\to R$ which is linear $$\partial(f+g)=\partial f+\partial g$$ and obeys the Leibniz rule: $$\partial(f\cdot g)=(\partial f) \cdot g + f\cdot (\partial g)$$ and we…
Sean D
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Particular Integral, with sequence

Subject: Seeking Help for a Computer Science Contest - Integral Estimation Hello everyone, I hope this message finds you well. I am currently preparing for an ongoing computer science contest, and I have encountered a challenging problem related to…
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Contradiction in derivatives as linear approximations

From the definition of a derivative, we have that $$f'(a) = \lim\limits_{x\to a}\frac{f(x)-f(a)}{x-a}$$ or $$\lim\limits_{x\to a}f'(x) = \lim\limits_{x\to a}\frac{f(x)-f(a)}{x-a}$$ This leads me to believe we can write $$\lim\limits_{x\to…
Ark1409
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The approximation function of $\frac{x}{y}$

Is there a approximation function of $$\frac{x}{y},$$ and the approximation function is in the form of $f(x) + f(y)$ or $f(x) - f(y)$. That's to say the approximation function can split $x$ and $y$.
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Estimating error of linear approximation

I have this question on my assignment which I just cannot seem to wrap my brain around. I've been reluctant to post it to any forum because I don't like the answer handed to me, but I seriously do need some help with this: I'm not sure how I am…
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When can I plug in value of the parts of limits?

As a part of a limit that I was working on, I had to rewrite $$\frac{2x\tan\left(a\right)+2x}{1-x\tan\left(a\right)}$$ for $x$ near $0$. My understanding is that I can apply limit to the parts of the limit, so I did the…
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Comment regarding the error made approximating $f$ with its differential

In general, it holds that: $$f(x_0+\Delta x)\approx f(x_0)+f'(x_0)\cdot \Delta x$$ Clearly, an $e(\Delta x)$ error is made in the approximation. Let us consider the equation $$f(x_0+\Delta x)-f(x_0)=f'(x_0)\cdot \Delta x + e(\Delta x)\cdot \Delta…
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Response surface and variables importance

Disclaimer: I'm not expert in math; the solution to this problem may be trivial. I have a process based on a deterministic computer simulation where two continuous input variables $x_1$ and $x_2$ (under my control) produce a continuous output…
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