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

SpaceNormIntuition
$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:

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 $L^2$.