Order of Natural Logarithm Function
Theorem
Let $\epsilon \in \R_{>0}$ be a strictly positive real number.
Then:
- $\ln x = \map \OO {x^\epsilon}$ as $x \to \infty$
and:
- $\ln x = \map \OO {x^{-\epsilon} }$ as $x \to 0^+$
where $\OO$ is big-O notation.
Proof
We first show that:
- $\ln x = \map \OO {x^\epsilon}$ as $x \to \infty$
We show that for $x \ge 1$, we have:
- $\ds 0 \le \ln x \le \frac 1 \epsilon x^\epsilon$
We first show that for $t \ge 0$, we have:
- $\ds t \le \frac 1 \epsilon e^{\epsilon t}$
The claim then follows taking $t = \ln x$.
Define a real function $f : \openint 0 \infty \to \R$ by:
- $\ds \map f t = \frac 1 \epsilon e^{\epsilon t} - t$
for $t \ge 0$.
Then $f$ is differentiable with derivative:
- $\map {f'} t = e^{\epsilon t} - 1$
by Derivative of Exponential Function.
So:
- $\map {f'} t \ge 0$ for all $t \ge 0$.
So, from Real Function with Positive Derivative is Increasing:
- $f$ is increasing for $t \ge 0$.
That is, for $t \ge 0$:
- $\ds \map f t \ge \map f 0 = \frac 1 \epsilon > 0$
So:
- $\ds \frac 1 \epsilon e^{\epsilon t} - t > 0$
for $t \ge 0$.
So:
- $\ds \frac 1 \epsilon e^{\epsilon t} \ge t \ge 0$
for $t \ge 0$ as required.
Hence, for $x \ge 1$ we have:
- $\ds 0 \le \ln x \le \frac 1 \epsilon x^\epsilon$
From the definition big-O notation, we have:
- $\ln x = \map \OO {x^\epsilon}$ as $x \to \infty$
We now show that:
- $\ln x = \map \OO {x^{-\epsilon} }$ as $x \to 0^+$
In particular, we can show that:
- $\ds \size {\ln x} \le \frac 1 \epsilon x^{-\epsilon}$
for $0 < x \le 1$.
Note that since:
- $\ds \ln x \le \frac 1 \epsilon x^\epsilon$
for $x \ge 1$ we have:
- $\ds \map \ln {\frac 1 x} \le \frac 1 \epsilon x^{-\epsilon}$
for $0 < x \le 1$.
So, by Logarithm of Power:
- $\ds -\ln x \le \frac 1 \epsilon x^{-\varepsilon}$
For $0 < x \le 1$, we have:
- $\ln x \le 0$
so:
- $\size {\ln x} = -\ln x$
from the definition of the absolute value.
So we obtain:
- $\ds \size {\ln x} \le \frac 1 \epsilon x^{-\epsilon}$
for $0 < x \le 1$ as required.
From the definition big-O notation, we therefore have:
- $\ln x = \map \OO {x^{-\epsilon} }$ as $x \to 0^+$
$\blacksquare$