Lp Space
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Definition
The $L^p$ space over a measure space $(X, \mu)$ is the set of measurable functions $f$ for which the $p$-norm is finite:
$$ L^p(X) = \left\{ f : \|f\|_p < \infty \right\} $$where the $L^p$ norm is:
$$ \|f\|_p = \left( \int |f(x)|^p \, d\mu(x) \right)^{1/p} $$Important Cases
| Space | Norm | Intuition |
|---|---|---|
| $L^1$ | $\int \|f\| \, dx$ | Functions with finite “total variation” |
| $L^2$ | $\sqrt{\int \|f\|^2 \, dx}$ | Functions with finite “energy” |
| $L^\infty$ | $\text{ess sup} \|f\|$ | Bounded functions |
$L^2$ — The Most Important Case
$L^2(\mathbb{R})$ is special because it is a Hilbert space — it has an inner product:
$$ \langle f, g \rangle = \int f(x) \overline{g(x)} \, dx $$This makes $L^2$ the natural setting for:
- Fourier analysis (Plancherel theorem)
- Quantum mechanics (wavefunctions)
- Signal processing (finite-energy signals)
Intuition
- $L^1$: The function’s absolute values sum to something finite
- $L^2$: The function’s “energy” (squared magnitude) is finite
- $L^\infty$: The function stays bounded (doesn’t blow up)
A function can be in one $L^p$ space but not another. For example, $f(x) = 1/\sqrt{x}$ near $x=0$ is in $L^1$ locally but not $L^2$.
Related Concepts
- inner_product — exists on $L^2$
- norm — the $L^p$ norm
- Fourier_transform — is a unitary isomorphism on $L^2$
- Plancherel_theorem — $\|\mathcal{F}\{f\}\|_2 = \|f\|_2$