TheoremComplete

Lp Spaces - Main Theorem

TheoremRiesz-Fischer Theorem

For 1≀pβ‰€βˆž1 \leq p \leq \infty, the space Lp(X,F,ΞΌ)L^p(X, \mathcal{F}, \mu) is a Banach space: it is complete under the LpL^p norm.

Explicitly, if {fn}\{f_n\} is a Cauchy sequence in LpL^p, meaning that for every Ο΅>0\epsilon > 0 there exists NN such that: βˆ₯fnβˆ’fmβˆ₯p<ϡ forΒ allΒ n,mβ‰₯N\|f_n - f_m\|_p < \epsilon \text{ for all } n, m \geq N

then there exists f∈Lpf \in L^p such that βˆ₯fnβˆ’fβˆ₯pβ†’0\|f_n - f\|_p \to 0.

Moreover, there exists a subsequence {fnk}\{f_{n_k}\} that converges to ff almost everywhere.

The Riesz-Fischer Theorem is fundamental because completeness allows us to take limits freely in LpL^p, making these spaces suitable for solving equations and optimization problems. It guarantees that LpL^p has no "holes" - every Cauchy sequence converges within the space.

ExampleApplication to Fourier Series

Consider the trigonometric system {einx}n∈Z\{e^{inx}\}_{n \in \mathbb{Z}} in L2([βˆ’Ο€,Ο€])L^2([-\pi, \pi]). These functions form an orthonormal basis.

For any f∈L2[βˆ’Ο€,Ο€]f \in L^2[-\pi, \pi], the Fourier series is: fβˆΌβˆ‘n=βˆ’βˆžβˆžcneinxΒ whereΒ cn=12Ο€βˆ«βˆ’Ο€Ο€f(x)eβˆ’inx dxf \sim \sum_{n=-\infty}^{\infty} c_n e^{inx} \text{ where } c_n = \frac{1}{2\pi} \int_{-\pi}^{\pi} f(x) e^{-inx} \, dx

The partial sums SN=βˆ‘βˆ£nβˆ£β‰€NcneinxS_N = \sum_{|n| \leq N} c_n e^{inx} form a Cauchy sequence in L2L^2 (by Bessel's inequality). By Riesz-Fischer, this sequence converges in L2L^2 norm to some function g∈L2g \in L^2.

Furthermore, g=fg = f a.e., establishing that the Fourier series converges to ff in L2L^2. Without completeness, we couldn't guarantee that the limit is in L2L^2.

Remark

Important consequences of the Riesz-Fischer Theorem:

  1. L2L^2 is a Hilbert space: Combined with the inner product ⟨f,g⟩=∫fg dΞΌ\langle f, g \rangle = \int fg \, d\mu, L2L^2 becomes a complete inner product space, which is the definition of a Hilbert space.

  2. Dual spaces: The completeness of LpL^p enables the identification of dual spaces. For 1<p<∞1 < p < \infty, the dual of LpL^p is isometrically isomorphic to LqL^q where 1/p+1/q=11/p + 1/q = 1.

  3. Weak convergence: The theorem implies that bounded sequences in LpL^p have weakly convergent subsequences (by the Banach-Alaoglu theorem).

  4. Fixed point theorems: Completeness allows application of contraction mapping principles and other fixed point theorems in LpL^p spaces.

The proof uses the fact that a Cauchy sequence has a subsequence converging a.e., and then Fatou's Lemma to show the limit is in LpL^p with the correct norm.