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Duality and Weak Convergence in L^p · Tutorial 570 of 798

Reflexivity of Lp for 1 < p < Infinity

See why every bounded linear functional on the dual of \(L^p\) is evaluation at an element of \(L^p\).

Advanced 10 min read

What You'll Learn

  • Define reflexivity through surjectivity of the canonical embedding into the bidual.
  • State the \(L^p\)-duality theorem with its exponent and measure-space hypotheses.
  • Apply duality to \(L^p\) and then to \(L^q\), where \(1/p+1/q=1\).
  • Identify the bidual representation with evaluation at an \(L^p\) function.
  • Verify the identification in finite, continuous, and counting-measure examples.
  • Avoid confusing the conjugate exponent or omitting the sigma-finiteness hypothesis.

From Duality to Reflexivity

A Banach space is reflexive when its elements account for every bounded linear functional on its dual. For \(L^p\), with \(1<p<\infty\), this property follows by applying the \(L^p\)-duality theorem twice: first to identify the dual of \(L^p\), and then to identify the dual of that dual. The key point is to check that the second representation is exactly evaluation at an element of \(L^p\), not merely an abstract representation by another function.

Throughout, \((X,\mathcal{M},\mu)\) is a sigma-finite measure space; it need not have finite measure or be complete. All functions and Banach spaces in this tutorial are real-valued. The space \(L^r(\mu)\), for \(1\le r<\infty\), consists of equivalence classes up to equality \(\mu\)-a.e. of measurable functions with finite norm \(\|f\|_r=(\int_X|f|^r\,d\mu)^{1/r}\). The continuous dual \(E^*\) of a real Banach space \(E\) is the space of bounded linear maps from \(E\) to \(\mathbb{R}\), with its operator norm; its bidual is \(E^{**}=(E^*)^*\).

Definition: For a real Banach space \(E\), the canonical embedding \(J_E:E\to E^{**}\) is defined by \(J_E(x)(\Lambda)=\Lambda(x)\) for every \(x\in E\) and \(\Lambda\in E^*\). The space \(E\) is reflexive if \(J_E\) is onto. The map is always linear and isometric; surjectivity is the additional property that defines reflexivity.

We use the \(L^p\)-duality theorem, established earlier by the Radon–Nikodym argument: if \((X,\mathcal{M},\mu)\) is sigma-finite and \(1<r<\infty\), with conjugate exponent \(r'\) defined by \(1/r+1/r'=1\), then every \(\Lambda\in(L^r(\mu))^*\) has a unique representing function \(g\in L^{r'}(\mu)\) such that \(\Lambda(f)=\int_X fg\,d\mu\) for every \(f\in L^r(\mu)\). Moreover, \(\|\Lambda\|=\|g\|_{r'}\). The integral pairing here is bilinear because the scalar field is real.

The Double-Dual Identification

Theorem: Let \((X,\mathcal{M},\mu)\) be sigma-finite and let \(1<p<\infty\). Then \(L^p(\mu)\) is reflexive: its canonical embedding \(J_{L^p}:L^p(\mu)\to(L^p(\mu))^{**}\) is onto. All equalities between functions used in representing these spaces are understood \(\mu\)-a.e.

Proof. Fix \(p\) with \(1<p<\infty\), and let \(q\) be its conjugate exponent, so \(1/p+1/q=1\). In particular \(1<q<\infty\). Apply the \(L^p\)-duality theorem to \(L^p(\mu)\). The map \(\mathcal{R}:L^q(\mu)\to(L^p(\mu))^*\) given by \(\mathcal{R}(g)(f)=\int_X fg\,d\mu\) is an onto linear isometry. It is well-defined and bounded by Hölder’s inequality, and the duality theorem gives both its surjectivity and the equality of norms.

Now take an arbitrary \(\Psi\in(L^p(\mu))^{**}\). Define \(F:L^q(\mu)\to\mathbb{R}\) by \(F(g)=\Psi(\mathcal{R}(g))\). This is linear. Since \(\mathcal{R}\) is an isometry, for each \(g\in L^q(\mu)\) we have \(|F(g)|\le\|\Psi\|\,\|\mathcal{R}(g)\|=\|\Psi\|\,\|g\|_q\); hence \(F\in(L^q(\mu))^*\). Apply the \(L^r\)-duality theorem again, this time with \(r=q\). Its hypotheses hold because the measure space is sigma-finite and \(1<q<\infty\); the conjugate exponent of \(q\) is \(p\). Thus there is an \(h\in L^p(\mu)\) such that \(F(g)=\int_X gh\,d\mu\) for every \(g\in L^q(\mu)\).

For any \(\Lambda\in(L^p(\mu))^*\), surjectivity of \(\mathcal{R}\) gives a \(g\in L^q(\mu)\) with \(\Lambda=\mathcal{R}(g)\). Therefore \(\Psi(\Lambda)=\Psi(\mathcal{R}(g))=F(g)=\int_X gh\,d\mu=\mathcal{R}(g)(h)=\Lambda(h)=J_{L^p}(h)(\Lambda)\). This holds for every \(\Lambda\in(L^p(\mu))^*\), so \(\Psi=J_{L^p}(h)\). Since \(\Psi\) was arbitrary, \(J_{L^p}\) is onto and \(L^p(\mu)\) is reflexive. \(\square\)

The order of the two duality applications matters. The first says that a functional on \(L^p\) is represented by a function in \(L^q\). The second says that a functional on \(L^q\) is represented by a function in \(L^p\). The displayed identity in the proof verifies that this final \(L^p\) function is the one at which the original bidual functional evaluates every element of \((L^p)^*\).

Checking the Canonical Map

The proof shows surjectivity. The canonical map’s isometry also helps explain what the representation means: it preserves the norm of each element. In fact, for real \(L^p(\mu)\) on any measure space and \(1<p<\infty\), the \(L^p\)-duality theorem gives the following direct verification.

Proposition. For \(f\in L^p(\mu)\), \(\|J_{L^p}(f)\|=\|f\|_p\).

Proof. If \(f=0\) as an \(L^p\) element, then \(\Lambda(f)=0\) for every \(\Lambda\in(L^p)^*\), so \(\|J_{L^p}(f)\|=0=\|f\|_p\). Otherwise define \(g=\operatorname{sgn}(f)|f|^{p-1}/\|f\|_p^{p-1}\), where \(\operatorname{sgn}(f)\) is \(1\) where \(f>0\), \(-1\) where \(f<0\), and \(0\) where \(f=0\). With \(q=p/(p-1)\), \(|g|^q=|f|^p/\|f\|_p^p\), so \(\|g\|_q=1\). The duality theorem gives \(\|\mathcal{R}(g)\|=1\), and \(J_{L^p}(f)(\mathcal{R}(g))=\int_X fg\,d\mu=\|f\|_p\). Thus \(\|J_{L^p}(f)\|\ge\|f\|_p\). Conversely, for every \(\Lambda\in(L^p)^*\) with \(\|\Lambda\|\le1\), \(|J_{L^p}(f)(\Lambda)|=|\Lambda(f)|\le\|f\|_p\). Taking the supremum over such \(\Lambda\) gives \(\|J_{L^p}(f)\|\le\|f\|_p\). The two inequalities prove equality. \(\square\)

Worked Example: A Two-Point Measure Space

Let \(X=\{a,b\}\), let \(\mathcal{M}\) be all subsets of \(X\), and use counting measure. Take \(p=3\), \(q=3/2\), and \(h(a)=2,\ h(b)=-1\). Define a functional on \(L^q\) by \(\Psi(k)=\sum_{x\in X}k(x)h(x)\). Compute its bidual representation and test it on \(k(a)=3,\ k(b)=1\).

Here \((L^q)^*\) is identified with \(L^p\) by the duality theorem, so \(\Psi\) is an element of \((L^p)^{**}\). Its representing function is \(h\), whose \(L^3\) norm is \(\|h\|_3=(|2|^3+|-1|^3)^{1/3}=(8+1)^{1/3}=9^{1/3}\). For the specified \(k\), the \(L^{3/2}\) norm is \(\|k\|_{3/2}=(3^{3/2}+1^{3/2})^{2/3}=(3\sqrt{3}+1)^{2/3}\), and \(\Psi(k)=3\cdot2+1\cdot(-1)=5\). The canonical embedding gives \(J_{L^3}(h)(\mathcal{R}(k))=\mathcal{R}(k)(h)=\sum_{x\in X}k(x)h(x)=5\), the same value as \(\Psi(k)\). In general the equality follows from the same finite-sum formula for every \(k\), so this bidual functional is precisely \(J_{L^3}(h)\).

Check: the representing function has values \(2,-1\), and pairing it with \(3,1\) gives \(6-1=5\). The norm calculation uses \(2^3+(-1)^3\) only inside the absolute values: \(2^3+|-1|^3=8+1=9\).

Worked Example: A Continuous Pairing on the Unit Interval

Take Lebesgue measure \(m\) on \([0,1]\), \(p=4\), and \(q=4/3\). Let \(h(x)=x\) and \(k(x)=x^3\). Compute the norms and the bidual evaluation associated with \(h\).

The measure space is finite, hence sigma-finite. We have \(\|h\|_4=(\int_0^1 x^4\,dx)^{1/4}=(1/5)^{1/4}\). Also \(\|k\|_{4/3}=(\int_0^1 |x^3|^{4/3}\,dx)^{3/4}=(\int_0^1x^4\,dx)^{3/4}=(1/5)^{3/4}\). The functional \(\mathcal{R}(k)\) on \(L^4\) is \(\mathcal{R}(k)(f)=\int_0^1f(x)x^3\,dx\), and its value at \(h\) is \(J_{L^4}(h)(\mathcal{R}(k))=\int_0^1 x\cdot x^3\,dx=1/5\). The norm product is \((1/5)^{1/4}(1/5)^{3/4}=1/5\), agreeing with the evaluation. This is an exact check of the conjugate exponents and the pairing.

Worked Example: Counting Measure on the Natural Numbers

Let \(X=\mathbb{N}=\{1,2,\ldots\}\) with counting measure, which is sigma-finite because it is a countable union of finite-measure singletons. Take \(p=3\), \(q=3/2\), and \(h(n)=2^{-n}\). Let \(e_1\) be the sequence equal to \(1\) at \(1\) and \(0\) elsewhere. Compute the norm of \(h\) and the bidual evaluation at \(\mathcal{R}(e_1)\).

The geometric series gives \(\|h\|_3^3=\sum_{n=1}^\infty 2^{-3n}=(1/8)/(1-1/8)=1/7\), so \(\|h\|_3=7^{-1/3}\). Also \(\|e_1\|_{3/2}=(1^{3/2})^{2/3}=1\), and \(\mathcal{R}(e_1)(f)=\sum_{n=1}^\infty f(n)e_1(n)=f(1)\). Therefore \(J_{L^3}(h)(\mathcal{R}(e_1))=\mathcal{R}(e_1)(h)=h(1)=2^{-1}=1/2\). Directly, the pairing \(\sum_{n=1}^\infty h(n)e_1(n)\) has only one nonzero term, also \(1/2\). The sequence belongs to \(L^3\) because its cubed absolute values sum to \(1/7<\infty\); the calculation is valid even though the underlying measure space has infinite total measure.

A Common Misidentification

A frequent error is to replace the conjugate exponent \(q\) by \(p\) in the first duality step, as though every functional on \(L^p\) were represented by an \(L^p\) function. This is not what the duality theorem states: it represents functionals on \(L^p\) by elements of \(L^q\), where \(1/p+1/q=1\). For instance, on \([0,1]\) with Lebesgue measure and \(p=3\), the constant function \(1\) represents the bounded functional \(f\mapsto\int_0^1 f\,dm\) and belongs to \(L^{3/2}\). Its \(L^{3/2}\) norm is \((\int_0^1 1\,dm)^{2/3}=1\). The mistaken exponent assignment would instead claim that the representing space is \(L^3\); that particular function happens to belong to both spaces on this finite-measure domain, so it does not expose the error. The correction is to track the exponents in both applications: \(L^p\) has dual \(L^q\), and \(L^q\) has dual \(L^p\).

The hypotheses also matter. The proof uses \(1<p<\infty\), so that both exponents lie strictly between \(1\) and \(\infty\), and it uses sigma-finiteness for the stated \(L^r\)-duality theorem. It establishes reflexivity under those assumptions; it does not assert the same conclusion at either endpoint. Reflexivity is useful because it turns an abstract bidual functional into evaluation at a genuine \(L^p\) element, allowing questions about bidual elements to be handled through the original function space.

Check Your Understanding

Use the conjugate-exponent relation and the canonical-map identity to check each conclusion.

  1. If \(p=5/2\), what is the conjugate exponent \(q\), and which spaces are identified in the two applications of the \(L^r\)-duality theorem?
  2. For a sigma-finite measure space and \(1<p<\infty\), explain why \(\mathcal{R}:L^q\to(L^p)^*\) is onto, not just an isometric map into the dual.
  3. Given \(\Psi\in(L^p)^{**}\), define the functional \(F\) on \(L^q\) used to obtain its representing \(h\in L^p\).
  4. On counting measure on \(\mathbb{N}\), compute \(\sum_{n=1}^\infty 3^{-n}\) and determine whether the sequence \(3^{-n}\) belongs to \(L^2\).
  5. State the definition of the canonical embedding and explain which part of the reflexivity proof requires more than its isometry.