$f\in L^{p}$ iff $\sum_{n=1}^{\infty} 2^{np}(\mu(\{\ x : |f(x)| > 2^{n} \}\ )) < \infty$

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Let $p\in [1, \infty)$, prove that if $f \in L^{p}(\mu)$ iff

$$\sum_{n=1}^{\infty} 2^{np}(\mu(\{\ x : |f(x)| > 2^{n} \}\ )) < \infty $$

I tried the following ways but couldn't get any result: If $f\in L^{p}$ I considered the following sets: $$E_{n}= \{\ x : |f(x)|^{p} > 2^{np} \}\ =\{\ x : |f(x)| > 2^{n} \}\ $$ From that I derived that $$\sum_{n=1}^{\infty} 2^{np} \chi_{E_{n}}(x) \leq |f(x)|^{p} $$

(I hope that this inequality is correct). So then, if $f\in L^{p}$, then $\int \sum_{n=1}^{\infty}2^{np} \chi_{E_{n}} < \infty \implies \sum_{n=1}^{\infty} 2^{np}(\mu(\{\ x : |f(x)| > 2^{n} \}\ )) < \infty $. I am stuck on the converse though!

Thanks in advance for any kind of help!

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Here's a sketch / hint:

Rewrite $\sum_{n = 1}^\infty 2^{np} \mu(\{x : |f(x)| > 2^n\})$ as a sum of the form $$\sum_{j=1}^\infty a_{j,p} \mu(\{x : 2^{j+1} \geq |f(x)| > 2^j \})$$

for some coefficients $a_{j,p}$ depending on $j$ and $p$ (you can find them explicitly by writing $\mu(\{x : |f(x)| > 2^n\})$ as a sum). Then, label the set $\{x : 2^{j+1} \geq |f(x)| > 2^j\}$ as $B_j$ and bound $f(x)$ above on each of these sets by some constant multiple of $a_{j,p}$. The only remaining part to deal with is bounding $f$ from above on the complement of the union of the $B_j$'s and that's where the finite measure comes into play.

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Assume $\mu(X) < \infty$ and $f\ge 0.$ I'll take $p=1$ just for simplicity. Then $\int_{0\le f\le 2} f\, d\mu < \infty,$ and we don't need to worry about it. So it suffices to assume $f>2$ everywhere.

Interestingly, you got the harder direction (mostly) and not the easier direction! Harder direction: Suppose $f\in L^1.$ Let $x\in X.$ Then $2^m < f(x)\le 2^{m+1}$ for a unique $m\in \mathbb N.$ It follows that

$$\tag 1 \sum_{n=1}^{\infty} 2^n\chi_{\{f>2^n\})}(x) = \sum_{n=1}^{m} 2^n\chi_{\{f>2^n\})}(x) = \sum_{n=1}^{m} 2^n \le 2^{m+1} < 2f(x).$$

Integrating $(1)$ over $X$ then gives the finiteness of the sum on the left.

Easier direction: Assume $ \sum_{n=1}^{\infty} 2^n\mu(\{f>2^n\})<\infty.$ Then \begin{align*} \int_X f\, d\mu &= \sum_{n=1}^{\infty} \int_{\{2^n < f\le 2^{n+1}\}} f\, d\mu \\ \\ &\le \sum_{n=1}^{\infty} 2^{n+1}\mu(\{2^n < f\le 2^{n+1}\}) \\ \\ &\le 2\sum_{n=1}^{\infty} 2^{n}\mu(\{2^n < f\})< \infty. \end{align*}