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I'm looking for a continuous concave function $f:[0,\infty)\to [0,\infty)$ such that $f(0)=0$ and there exists some $\alpha>0$ with $\lim_{x\to \infty}\frac{f(x)}{x} =\alpha$ and $\forall x>0, f(x)>\alpha x$.

I haven't been able to come up with such a function off the top of my head. Intuitively, $f$ must have an inflection point.

Context : a microeconomics professor suggested such a function exists in a lecture

1 Answers 1

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For example, combine $e^{-x}$ with $ax+b$: $$f:x \mapsto 3x+2(1-e^{-x})$$

Properties:

  • for $x\in [0, \infty)$ we have $3x \in [0, \infty)$ and
    $e^x \in [1,\infty) \implies e^{-x} \in (0, 1] \implies (1-e^{-x}) \in [0,1)$
    hence $f(x) \in [0, \infty)$, as required;
  • $f(0) = 3\cdot 0 + 2(1-\exp(-0)) = 3\cdot 0 + 2(1-1) = 0+0 = 0$, as required;
  • $\lim\limits_{x\to\infty} f(x)/x = \lim [3x/x+2/x - 2\exp(-x)/x] = 3+0-0 = 3$,
    hence there exists $\alpha = \lim_{x\to\infty}\tfrac{f(x)}x$, which is greater than zero, as required;
  • for all positive $x$ we have $\exp(-x)<1$, so $\delta(x) = (1-e^{-x})>0$,
    hence $f(x) = \alpha x + 2\delta(x) > \alpha x$, as required;

and it clearly is continuous, as required.

Additionally,
$$f'(x) = 3 + e^{-x} > 3 > 0$$ $$f''(x) = -e^{-x} < 0$$ so $f$ is increasing and concave (which properties were not required in the question, but concavity was mentioned in the title).

EDIT

As for the additional question from the comment:

Can we have $\lim_x (f(x)−\alpha x)=0$?

Yes, we can.

Suppose $f(x) = \alpha x+ g(x)$. Then $g(x)$ will have properties:

  • $g(x)>0$ for $x>0$ and $g(0) = 0$;
  • $\lim_x g(x) = 0$.

An example: $$g(x) = x\cdot \exp(-x)$$ see it in WolframAlpha

This, however, is not concave – at some point $(x=1)$ it starts decreasing, but to approach its asymptote it slows down the decreasing rate at some other point $(x=2)$, which means it becomes convex above $x=2$.

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    I'm not sure why you are getting downvotes. The answer seems correct to me.2017-02-03
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    Take it easy, @LinAlg, some people just seem to think the day without a downvote is a day wasted. Just ignore them – if they don't bother to explain their votes, those downvoted can't improve thier answers, so such downvotes are simply meaningless.2017-02-03
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    is it to possible to have $\lim_x (f(x)-\alpha x) = 0$ ?2017-02-03
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    @LeGrandDODOM Yes, it's possible, but I think the function will not be concave. The explanation is too long for a comment though, so I'm going to add it to the answer soon.2017-02-03