1. **Problem statement:** We want to prove the duality relation between $L^p$ and $L^q$ spaces for $1 < p < \infty$, where $\frac{1}{p} + \frac{1}{q} = 1$. Specifically, for $f \in L^p(\Omega, A, \mu)$, we want to show
$$
||f||_p = \sup \left\{ \left| \int f g \, d\mu \right| \mid g \in L^q(\Omega, A, \mu), ||g||_q \leq 1 \right\}.
$$
2. **Recall Hölder's inequality:** For $f \in L^p$ and $g \in L^q$,
$$
\left| \int f g \, d\mu \right| \leq ||f||_p ||g||_q.
$$
This implies
$$
\sup_{||g||_q \leq 1} \left| \int f g \, d\mu \right| \leq ||f||_p.
$$
3. **Constructing a function $h$ to achieve equality:** Define
$$
h := f |f|^{p-2} 1_{\{f \neq 0\}}.
$$
Note that $q(p-1) = p$.
4. **Calculate the $L^q$ norm of $h$:**
$$
||h||_q^q = \int |h|^q d\mu = \int |f|^{q(p-1)} d\mu = \int |f|^p d\mu = ||f||_p^p.
$$
5. **Calculate the inner product $\langle f, h \rangle$:**
$$
\langle f, h \rangle = \int f \overline{h} \, d\mu = \int |f|^p d\mu = ||f||_p^p.
$$
6. **Normalize $h$ to get $g$ with $||g||_q = 1$:**
$$
g := \frac{h}{||h||_q} = \frac{h}{||f||_p^{p/q}} = \frac{h}{||f||_p^{p-1}}.
$$
7. **Express $||f||_p$ in terms of $g$:**
$$
||f||_p = \frac{||f||_p^p}{||f||_p^{p-1}} = \langle f, g \rangle = \int f \overline{g} \, d\mu.
$$
8. **Conclusion:** We have shown
$$
||f||_p \leq \sup_{||g||_q \leq 1} \left| \int f g \, d\mu \right| \leq ||f||_p,
$$
so equality holds:
$$
||f||_p = \sup_{||g||_q \leq 1} \left| \int f g \, d\mu \right|.
$$
9. **Extension to the mapping $\iota$: ** For $f \in L^q(\Omega, A, \mu)$, define
$$
\iota(f) := \langle f, \cdot \rangle : L^q(\Omega, A, \mu) \to \mathbb{K},
$$
which is linear and continuous by Hölder's inequality, establishing the isometric isomorphism between $L^p$ and the dual space of $L^q$.
This completes the proof of the duality and norm characterization.
Lp Lq Duality E4Ad29
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