The dual of $L^p$ is $L^q$

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Let $1 \leq p < \infty$ and $1/p + 1/q = 1$. Then if $l$ is a bounded linear functional on $L^p(E, d\mu)$ where $\mu$ is a $\sigma$-finite measure, $l(f) = \int_Efgd\mu$ for some $g \in L^q(E,d\mu)$ with $\|g\|_q = \|l\|_{op}$. The statement follows from the Radon-Nikodym Theorem, which requires $\sigma$-finiteness.

Is it true that if we let $p>1$ we can get rid of $\sigma$-finiteness in the proof? Is there a reference for this? What is the idea of the proof?

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Yes, there is a complete proof for $p>1$ in Folland's book. Roughly speaking, the proof is split into three steps:

  1. the measure is finite;
  2. the measure is $\sigma$-finite;
  3. $p>1$ and the measure is arbitrary.

The last step is somehow performed by fixing a $\sigma$-finite subset $F$ of $E$ and applying the Radon-Nikodym Theorem on $F$. Then one must show that it is possible to let $F$ "grow" in a countable way. You can find all the details in Theorem 6.15

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Here is another proof for $p\in (1,\infty)$.

By Hanner's inequalities, $L_p(\mu)$ is uniformly convex. By the Milman-Pettis theorem, it is then reflexive. Now, consider the embedding of $L_q(\mu)$ to $L_p(\mu)^*$; it is isometric hence its image is (weakly) closed. On the other hand, elements of $L_q(\mu)$ separate points in $L_p(\mu)$, so $L_q(\mu)$ is weak*-dense. By reflexivity, weak and weak* topologies in $L_p(\mu)^*$ are equal, hence $L_q(\mu)$ being weakly closed and weakly dense it must be the whole dual space.