Past exam of the mathematics course of the University of Cambridge 2016 iii Paper 106 3 Solution Created 2026-10-03 Updated 2026-10-06
The Radon-Nikodym theorem for positive measures says: if and are sigma-finite measures on the same measurable space, and is absolutely continuous with respect to , then there is a nonnegative measurable function , unique -almost everywhere, such thatHere sigma-finiteness means that the space is a countable union of measurable sets of finite measure; absolute continuity of measures, written , means that implies . The function is the Radon-Nikodym derivative. For a finite signed or complex measure of finite total variation norm of a measure, absolutely continuous with respect to a sigma-finite , the corresponding density belongs to . This follows by applying the positive theorem to the positive and negative parts of the real and imaginary parts of .
For every measure space and , is isometrically , where . We use the complex-linear pairingWith the convention , the same identification is conjugate-linear in . By Hölder's inequality, is a bounded linear functional with . If , setinterpreting the numerator as zero where . The identity gives and . ThusIt remains to represent an arbitrary , rather than merely produce functionals from .
We prove Lp duality on an arbitrary measure space without imposing sigma-finiteness on . Write . For every measurable set with , define a complex measure on byIt is countably additive: for disjoint , the partial sums of their indicator functions tend in to , because the measure of the omitted tail tends to zero. It is absolutely continuous with respect to , since indicator functions of null sets represent zero in .
Its total variation norm of a measure is finite. For any finite measurable partition , choose scalars of modulus with . ThenTaking the supremum over partitions gives the variation bound. Since is finite, the Radon-Nikodym theorem supplies with . By uniform approximation with simple functions,for every bounded measurable supported in .
To improve from to , test with the bounded functionIf , thenThus when , and the same bound is trivial when it is zero. The monotone convergence theorem givesIf both have finite measure, the densities agree almost everywhere on : their integrals over every measurable subset of the intersection equal the same functional value. This is uniqueness in the Radon-Nikodym theorem.
We now perform support localization of an Lp functional. SetChoose finite-measure sets whose displayed integrals tend to , and let , . If , take . Compatibility allows us to define a measurable function on by taking on the disjoint measurable sets , and put off . It agrees almost everywhere with on every . Moreover,Indeed each integral is at most , and it is at least the integral over , which tends to .
For any finite-measure set , compatibility on the disjoint union givesLetting forces almost everywhere. For an arbitrary finite-measure set , compatibility on and the preceding conclusion on show that almost everywhere on . Consequently for every simple function supported on a finite-measure set.
Those simple functions are dense in even for this arbitrary measure space. To see the needed finite-support property, for the sets have finite measure, bounded by . First truncate to such sets and to bounded values, then approximate by simple functions; the discarded integral tends to zero. Continuity of and Hölder's inequality therefore extend the representation to every .
We have constructed with , and the previously proved norm identity gives . It also proves uniqueness: if , then . This completes the isometric duality of Lp spaces.
The dominated sequence actually converges to zero in norm, and hence weakly. The assumptions give and almost everywhere. The dominated convergence theorem yieldsFor every , . Therefore