Bourbaki

§ 3. Integration of positive measures

1. Functions with values in a space of measures

Let XX be a locally compact space, M+(X)\mathscr{M}_+(X) the convex cone of positive measures on XX. Throughout the rest of this chapter, M+(X)\mathscr{M}_+(X) will be equipped with the topology induced by the vague topology on M(X)\mathscr{M}(X) (Ch. III, §1, No. 9); thus, to say that a mapping Λ:t↦λt\Lambda : t \mapsto \lambda_t of the locally compact space TT into M+(X)\mathscr{M}_+(X) is continuous means that, for every function f∈K(X)f \in \mathscr{K}(X), the numerical function t↦λt(f)t \mapsto \lambda_t(f) is continuous. In this case we shall also say that Λ\Lambda is vaguely continuous on TT. To say that a mapping Λ:t↦λt\Lambda : t \mapsto \lambda_t is μ\mu-measurable means that the set of compact subsets KK of TT, such that the restriction of Λ\Lambda to KK is vaguely continuous, is

Let Λ:t↦λt\Lambda : t \mapsto \lambda_t be a mapping of T into M+(X)\mathscr{M}_+(X); we shall say that Λ is scalarly essentially integrable for the measure μ if, for every function f∈K(X)f \in \mathscr{K}(X), the function t↦λt(f)t \mapsto \lambda_t(f) is essentially μ-integrable. If one sets ν(f)=∫λt(f) dμ(t)\nu(f) = \int \lambda_t(f)\, d\mu(t), it is clear that ν is a positive linear form on K(X)\mathscr{K}(X), hence is a measure on X (Ch. III, §1, No. 5, Th. 1). We will say that ν is the integral of the function Λ with values in M+(X)\mathscr{M}_+(X), and we will write ν=∫λt dμ(t)\nu = \int \lambda_t\, d\mu(t).

The preceding definition is a special case of the concept of weak integral, which will be treated in a general manner in Ch. VI.

If ff denotes an element of K(X)\mathscr{K}(X), the integral ∫λt(f) dμ(t)\int \lambda_t(f)\, d\mu(t) will also, by an abuse of notation, be denoted ∫dμ(t)∫f(x) dλt(x)\int d\mu(t) \int f(x)\, d\lambda_t(x); the definition of the integral ν=∫λt dμ(t)\nu = \int \lambda_t\, d\mu(t) may then be written

∫f(x) dν(x)=∫dμ(t)∫f(x) dλt(x). \int f(x)\, d\nu(x) = \int d\mu(t) \int f(x)\, d\lambda_t(x).

We shall make analogous abuses of notation in the sequel, for upper integrals, essential upper integrals, and integrals of functions with values in a Banach space.

Example 1

Suppose that T is a discrete space, and that μ is the measure on T defined by placing a mass +1 at each point of T (Ch. III, §1, No. 3). Let h be a function ⩾0\geqslant 0 defined on T; since the function h is lower semi-continuous (even continuous) on T, μ∗(h)=μ∙(h)=∑t∈Th(t)\mu^*(h) = \mu^\bullet(h) = \sum_{t \in T} h(t) (Ch. IV, §1, No. 1, Example).

For the measure μ, the notions of integrable function and essentially integrable function are therefore identical. This being so, to say that a mapping t↦λtt \mapsto \lambda_t of T into M+(X)\mathscr{M}_+(X) is scalarly essentially μ-integrable amounts to saying that the family (λt)t∈T(\lambda_t)_{t \in T} is summable (§2, No. 1), and one then has ∫λt dμ(t)=∑t∈Tλt\int \lambda_t\, d\mu(t) = \sum_{t \in T} \lambda_t. Note that the mapping t↦λtt \mapsto \lambda_t is vaguely continuous.

Example 2

The mapping t↦εtt \mapsto \varepsilon_t of T into M+(T)\mathscr{M}_+(T) is vaguely continuous, scalarly essentially μ-integrable for every positive measure μ on T, and one has ∫εt dμ(t)=μ\int \varepsilon_t\, d\mu(t) = \mu.

Proposition 1

Suppose that μ is the supremum of an increasing directed family (μi)i∈I(\mu_i)_{i \in I} of positive measures on T; in order that Λ:t↦λt\Lambda : t \mapsto \lambda_t be scalarly essentially μ-integrable, it is necessary and sufficient that Λ be scalarly essentially μi\mu_i-integrable for all i∈Ii \in I and that the family (∫λt dμi(t))i∈I(\int \lambda_t\, d\mu_i(t))_{i \in I} be bounded above in M(X)\mathscr{M}(X). One then has,

∫λt dμ(t)=sup⁡i∈I∫λt dμi(t). \int \lambda_t\, d\mu(t) = \sup_{i \in I} \int \lambda_t\, d\mu_i(t).

For, verifying that Λ\Lambda is scalarly essentially integrable for a positive measure η\eta on TT comes down to verifying that t↦λt(g)t \mapsto \lambda_t(g) is η\eta-measurable and admits a finite essential upper integral, with respect to η\eta, for every function g∈H+(X)g \in \mathscr{H}_+(X). The proposition therefore follows at once from Prop. 11 of §1, No. 4 and its Corollary 2.

Corollary

— *Suppose that μ\mu is the sum of a summable family (μα)α∈A(\mu_\alpha)_{\alpha \in A} of positive measures on TT; in order that Λ:t↦λt\Lambda : t \mapsto \lambda_t be scalarly essentially μ\mu-integrable, it is necessary and sufficient that Λ\Lambda be scalarly essentially μα\mu_\alpha-integrable for every α∈A\alpha \in A and that the family of measures ∫λtdμα(t)\int \lambda_t d\mu_\alpha(t) be summable. One then has

∫λtdμ(t)=∑α∈A∫λtdμα(t). \int \lambda_t d\mu(t) = \sum_{\alpha \in A} \int \lambda_t d\mu_\alpha(t).

It follows immediately that every scalarly essentially μ\mu-integrable mapping is also scalarly essentially μ′\mu'-integrable for every measure μ′≤μ\mu' \leq \mu.

In this section we shall limit ourselves to the study of scalarly essentially integrable mappings of TT into M+(X)\mathscr{M}_+(X) that have the property contemplated in the following definition:

Definition 1

— *Let XX be a locally compact space, Λ:t↦λt\Lambda : t \mapsto \lambda_t a scalarly essentially μ\mu-integrable mapping of TT into M+(X)\mathscr{M}_+(X), and ν\nu the integral of Λ\Lambda.

We say that Λ\Lambda is μ\mu-pre-adequate if, for every lower semi-continuous function f≥0f \geq 0 defined on XX, the function t↦∫∙fdλtt \mapsto \int^\bullet f d\lambda_t is μ\mu-measurable on TT and*

∫∙f(x)dν(x)=∫∙dμ(t)∫∙f(x)dλt(x). \int^\bullet f(x) d\nu(x) = \int^\bullet d\mu(t) \int^\bullet f(x) d\lambda_t(x).

We say that Λ\Lambda is μ\mu-adequate () if Λ\Lambda is μ′\mu'-pre-adequate for every positive measure μ′≤μ\mu' \leq \mu.*

It can be shown that if Λ\Lambda is μ\mu-pre-adequate and if the measure ν=∫λtdμ(t)\nu = \int \lambda_t d\mu(t) is moderated—in particular if XX is countable at infinity—then Λ\Lambda is μ\mu-adequate (Exer. 7); however, it is not known if these concepts are in general equivalent. In the statements in Nos. 2 and 3 below, the assertions preceded by an a) or a b) extend at once to pre-adequate mappings, whereas those preceded by a c) are valid only for adequate mappings.

(*) In the first edition, ' μ\mu-adequate' mappings were defined to be the scalarly essentially μ\mu-integrable and vaguely μ\mu-measurable mappings. The definition given here is more general (Prop. 2 below).

The following proposition often permits one to verify that a given mapping is μ\mu-adequate.

Proposition 2

— Let Λ:t↦λt\Lambda : t \mapsto \lambda_t be a scalarly essentially μ\mu-integrable mapping of TT into M+(X)\mathscr{M}_+(X), and let ν=∫λt dμ(t)\nu = \int \lambda_t \, d\mu(t).

a) If Λ\Lambda is vaguely continuous, then the mapping t↦λt∙(f)t \mapsto \lambda_t^\bullet(f) is lower semi-continuous for every lower semi-continuous function f⩾0f \geqslant 0 defined on XX, Λ\Lambda is μ\mu-adequate, and we have the relation

∫∗f(x) dν(x)=∫∗dμ(t)∫∗f(x) dλt(x). \int^* f(x) \, d\nu(x) = \int^* d\mu(t) \int^* f(x) \, d\lambda_t(x).

b) If Λ\Lambda is vaguely μ\mu-measurable, then Λ\Lambda is μ\mu-adequate.

c) If the topology of XX admits a countable base, then Λ\Lambda is vaguely μ\mu-measurable (hence also μ\mu-adequate).

Let ff be a lower semi-continuous function ⩾0\geqslant 0 defined on XX. Let FF be the set, directed for the relation ⩽\leqslant, of functions g∈K(X)g \in \mathscr{K}(X) such that 0⩽g⩽f0 \leqslant g \leqslant f. For g∈Fg \in F, denote by hgh_g the function defined on TT by hg(t)=λt(g)h_g(t) = \lambda_t(g). Similarly, set

hf(t)=λt∗(f)=λt∙(f)=sup⁡g∈Fhg(t) h_f(t) = \lambda_t^*(f) = \lambda_t^\bullet(f) = \sup_{g \in F} h_g(t)

(§1, No. 1, Prop. 4). Let us make the following hypothesis, weaker than that of a): assume only that the restriction of Λ\Lambda to SS is vaguely continuous, where SS is a closed subset of TT that contains the support of μ\mu. For g∈Fg \in F, denote by h‾g\overline{h}_g the numerical function that coincides with hgh_g on SS and has the value +∞+\infty on CSC_S. Set h‾f=sup⁡g∈Fh‾g\overline{h}_f = \sup_{g \in F} \overline{h}_g; then h‾f=hf\overline{h}_f = h_f on SS. For every g∈Fg \in F, the function h‾g\overline{h}_g is lower semi-continuous; h‾f\overline{h}_f is therefore lower semi-continuous and, since the family (h‾g)g∈F(\overline{h}_g)_{g \in F} is directed,

μ∗(h‾f)=sup⁡g∈Fμ∗(h‾g)=sup⁡g∈Fμ∗(hg)=sup⁡g∈Fν(g)=ν∗(f) \mu^*(\overline{h}_f) = \sup_{g \in F} \mu^*(\overline{h}_g) = \sup_{g \in F} \mu^*(h_g) = \sup_{g \in F} \nu(g) = \nu^*(f)

(Ch. IV, §1, No. 1, Th. 1 and §2, No. 3, Prop. 6). Since hf=h‾fh_f = \overline{h}_f on SS, hence almost everywhere, this may also be written μ∗(hf)=ν∗(f)\mu^*(h_f) = \nu^*(f), an equality identical to (5). Similarly, ff and h‾f\overline{h}_f being lower semi-continuous, the preceding relations yield the equality μ∙(h‾f)=ν∙(f)\mu^\bullet(\overline{h}_f) = \nu^\bullet(f) (§1, No. 1, Prop. 4); since h‾f=hf\overline{h}_f = h_f on SS, it follows that μ∙(hf)=ν∙(f)\mu^\bullet(h_f) = \nu^\bullet(f) (§1, No. 1, Prop. 1), an equality identical to (4). The mapping Λ\Lambda is therefore μ\mu-pre-adequate; but one could have replaced everywhere in this argument μ\mu by μ′⩽μ\mu' \leqslant \mu, and ν\nu by ν′=∫λt dμ′(t)\nu' = \int \lambda_t \, d\mu'(t), because Λ\Lambda is also scalarly essentially μ′\mu'-integrable and SS contains the support of μ′\mu'. It follows from this that Λ\Lambda is μ\mu-adequate.

Suppose Λ\Lambda is vaguely continuous; we may take S=TS = T; then hf=h‾fh_f = \overline{h}_f is lower semi-continuous, which completes the proof of part a) of the statement.

Assume that Λ\Lambda is vaguely μ\mu-measurable and let us prove b). The set K\mathscr{K} of compact subsets K of T such that the restriction of Λ\Lambda to K is continuous being μ\mu-dense (Ch. IV, §5, No. 10, Prop. 15), there exists a summable family (μα)α∈A(\mu_\alpha)_{\alpha \in A} of measures on T such that μ=∑α∈Aμα\mu = \sum_{\alpha \in A} \mu_\alpha and the support of each of the measures μα\mu_\alpha belongs to K\mathscr{K} (§2, No. 3, Prop. 4). For every α∈A\alpha \in A, the mapping Λ\Lambda is scalarly essentially μα\mu_\alpha-integrable, and we set να=∫λtdμα(t)\nu_\alpha = \int \lambda_t d\mu_\alpha(t); the family (να)(\nu_\alpha) is summable, and its sum is equal to ν\nu (Cor. of Prop. 1). If ff is a positive lower semi-continuous function defined on X, the first part of the proof, applied to the measures μα\mu_\alpha and the closed sets SαS_\alpha, shows that:

1∘1^\circ hfh_f is μα\mu_\alpha-measurable for every α∈A\alpha \in A, hence is μ\mu-measurable (§2, No. 2, Prop. 2), and

2∘2^\circ ∫∗f(x)dνα(x)=∫∗dμα(t)∫∗f(x)dλt(x)\int^* f(x) d\nu_\alpha(x) = \int^* d\mu_\alpha(t) \int^* f(x) d\lambda_t(x).

The formula (4) follows on summing over α\alpha (§2, No. 2, Prop. 1). Applying the preceding argument to an arbitrary measure μ′≤μ\mu' \leq \mu (which is legitimate, since Λ\Lambda is scalarly essentially μ′\mu'-integrable and vaguely μ′\mu'-measurable, cf. §2, No. 2, Prop. 2), we conclude that Λ\Lambda is μ′\mu'-pre-adequate, and b) is proved.

Finally, assuming that the topology of X admits a countable base, let us show that every scalarly essentially μ\mu-integrable mapping Λ:t↦λt\Lambda : t \mapsto \lambda_t of T into M+(X)\mathscr{M}_+(X) is vaguely μ\mu-measurable. This will result from the following lemma:

Lemma

Let X be a locally compact space having a countable base. Then, there exists in K(X)\mathscr{K}(X) a countable subset S having the following property: for every function f∈K(X)f \in \mathscr{K}(X), there exist a sequence (fn)(f_n) of elements of S and a positive function φ∈S\varphi \in S such that, for every number ε>0\varepsilon > 0, ∣fn−f∣≤εφ|f_n - f| \leq \varepsilon \varphi provided n is sufficiently large.

Let X′X' be the Alexandroff compactification of X, which is a metrizable compact space (GT, IX, §2, No. 9, Prop. 16 and Cor.); we identify K(X)\mathscr{K}(X) with a subset of C(X′)\mathscr{C}(X'). Let S′S' be a countable dense subset of the Banach space C(X′)\mathscr{C}(X') (GT, X, §3, No. 3, Th. 1); we can suppose that S′S' contains the constant function nn for every n∈Nn \in \mathbf{N}. Let (Un)(U_n) be a sequence of relatively compact open sets in X, with union X, such that U‾n⊂Un+1\overline{U}_n \subset U_{n+1} for all n (GT, I, §9, No. 9, Prop. 15), and let φn\varphi_n be a function in K+(X)\mathscr{K}_+(X) equal to 1 on U‾n\overline{U}_n. We denote by S the countable set of elements of K(X)\mathscr{K}(X) of the form φng\varphi_n g (n∈N,g∈S′n \in \mathbf{N}, g \in S'). If f∈K(X)f \in \mathscr{K}(X), let (gn)(g_n) be a sequence of elements of S′S' that converges uniformly to ff, and let k be an integer such that the support of ff is contained in UkU_k. Finally, let m be an integer that is an upper bound for the norms of the functions gng_n. The functions fn=φkgnf_n = \varphi_k g_n belong to S and satisfy the statement, with φ=mφk\varphi = m \varphi_k.

The lemma having been established, and the mapping t↦λt(g)t \mapsto \lambda_t(g) being essentially μ\mu-integrable for every g∈Sg \in S, the mapping t↦(λt(g))g∈St \mapsto (\lambda_t(g))_{g \in S} of T into RS\mathbf{R}^S is μ\mu-measurable (Ch. IV, §5, No. 3, Th. 1). The set K\mathscr{K}, of compact subsets K of T such that the restriction of this mapping to K is continuous, is therefore μ\mu-dense, and it will suffice to show that the restriction of Λ\Lambda to every K∈KK \in \mathscr{K} is continuous. Now, let ff be any element of K(X)\mathscr{K}(X), fnf_n and φ\varphi elements of S satisfying the statement of the Lemma; the function t↦λt(f)t \mapsto \lambda_t(f) is then the uniform limit on K of the continuous functions t↦λt(fn)t \mapsto \lambda_t(f_n); it is therefore continuous on K, and the proposition is proved.

2. Superimposed integrals of positive functions

For the rest of the section, absent express mention to the contrary, we shall denote by X a locally compact space, by Λ:t↦λt\Lambda : t \mapsto \lambda_t a μ\mu-adequate mapping of T into M+(X)\mathscr{M}_+(X), and by ν\nu the integral of Λ\Lambda.

Proposition 3

— Let f be a numerical function ⩾0\geqslant 0 defined on X. a) The following inequalities hold:

∫∗f(x) dν(x)⩾∫∙dμ(t)∫∗f(x) dλt(x)⩾∫∙dμ(t)∫∗f(x) dλt(x). \int^* f(x)\, d\nu(x) \geqslant \int^\bullet d\mu(t) \int^* f(x)\, d\lambda_t(x) \geqslant \int^\bullet d\mu(t) \int^* f(x)\, d\lambda_t(x).

b) If Λ\Lambda is vaguely continuous, then

∫∗f(x) dν(x)⩾∫∗dμ(t)∫∗f(x) dλt(x). \int^* f(x)\, d\nu(x) \geqslant \int^* d\mu(t) \int^* f(x)\, d\lambda_t(x).

c) If λt∙(1)<+∞\lambda_t^\bullet(1) < +\infty locally μ\mu-almost everywhere, then

∫∙f(x) dν(x)⩾∫∙dμ(t)∫∗f(x) dλt(x)=∫∙dμ(t)∫∗f(x) dλt(x). \int^\bullet f(x)\, d\nu(x) \geqslant \int^\bullet d\mu(t) \int^* f(x)\, d\lambda_t(x) = \int^\bullet d\mu(t) \int^* f(x)\, d\lambda_t(x).

Let g be a lower semi-continuous function on X such that f⩽gf \leqslant g. For every t∈Tt \in T,

∫∗f(x) dλt(x)⩽∫∗g(x) dλt(x), \int^* f(x)\, d\lambda_t(x) \leqslant \int^* g(x)\, d\lambda_t(x),

therefore, by (4) and Prop. 4 of §1,

∫∙dμ(t)∫∗f(x) dλt(x)⩽∫∙dμ(t)∫∗g(x) dλt(x)=∫∗g(x) dν(x). \int^\bullet d\mu(t) \int^* f(x)\, d\lambda_t(x) \leqslant \int^\bullet d\mu(t) \int^* g(x)\, d\lambda_t(x) = \int^* g(x)\, d\nu(x).

The first of the inequalities (6) then follows from the definition of ∫∗f(x) dν(x)\int^* f(x)\, d\nu(x) (Ch. IV, §1, No. 3, Def. 3), and the second follows immediately from it. The inequality (7) is proved in an analogous way if Λ\Lambda is vaguely continuous, using (5) instead of (4).

Let us pass to the proof of (8). The mapping t↦λt∗(1)t \mapsto \lambda_t^*(1) is measurable, and finite locally μ\mu-almost everywhere. The set K\mathscr{K} of compact subsets of TT such the restriction of t↦λt∗(1)t \mapsto \lambda_t^*(1) to KK is finite and continuous is therefore μ\mu-dense, and Prop. 4 of §2, No. 3 implies the existence of a summable family (μα)α∈A(\mu_\alpha)_{\alpha \in A} of positive measures, with supports belonging to K\mathscr{K}, such that μ=∑α∈Aμα\mu = \sum_{\alpha \in A} \mu_\alpha. The mapping Λ\Lambda is μα\mu_\alpha-adequate for every α∈A\alpha \in A; set να=∫λtdμα(t)\nu_\alpha = \int \lambda_t d\mu_\alpha(t). Prop. 1 shows that ν=∑α∈Aνα\nu = \sum_{\alpha \in A} \nu_\alpha, and the relation (4), applied to the measure μα\mu_\alpha and the function 1, shows that να\nu_\alpha is a bounded measure (because λt∗(1)\lambda_t^*(1) is bounded on Supp⁡(μα)\operatorname{Supp}(\mu_\alpha)). Let us then write the formula (6) for the measure μα\mu_\alpha, replacing the symbol ∫∗\int^* in the first member by ∫∙\int^\bullet, which is legitimate by Prop. 7 of §1; then

∫∙f(x)dνα(x)≥∫∙dμα(t)∫∗f(x)dλt(x)=∫∙dμα(t)∫∙f(x)dλt(x) \int^\bullet f(x) d\nu_\alpha(x) \geq \int^\bullet d\mu_\alpha(t) \int^* f(x) d\lambda_t(x) = \int^\bullet d\mu_\alpha(t) \int^\bullet f(x) d\lambda_t(x)

(the last equality due to the fact that λt\lambda_t is bounded locally almost everywhere, and Prop. 7 of § 1). The inequality in (8) is then obtained by summing on α\alpha (§2, No. 2, Prop. 1).

If no hypothesis analogous to that of c) is made, the inequality (8) may fail (Exer. 2).

Corollary 1

— Let ff be a function ≥0\geq 0 defined on XX, and let HH be the set of t∈Tt \in T such that ff is not λt\lambda_t-negligible. a) If ff ν\nu-negligible, then HH is locally μ\mu-negligible. b) If ff is ν\nu-negligible and Λ\Lambda is vaguely continuous, then HH is μ\mu-negligible. c) *If ff is locally ν\nu-negligible and λt∙(1)<+∞\lambda_t^\bullet(1) < +\infty locally μ\mu-almost everywhere, then HH is locally μ\mu-negligible.

Corollary 2

— *Let ff be a function ≥0\geq 0 defined on XX, ν\nu-measurable and ν\nu-moderated. The set of t∈Tt \in T such that ff is not λt\lambda_t-moderated is then locally μ\mu-negligible (and even μ\mu-negligible if Λ\Lambda is vaguely continuous).

For, ff is the sum of a sequence of functions fn≥0f_n \geq 0 such that fnf_n is zero outside a compact set KnK_n for n≥1n \geq 1, and f0f_0 is ν\nu-negligible (§1, No. 2, Prop. 6); f0f_0 is then λt\lambda_t-negligible except for tt forming a set that is locally μ\mu-negligible (and even μ\mu-negligible, if Λ\Lambda is vaguely continuous) by Cor. 1, and the statement then follows at once.

Proposition 4

— Let ff be a ν\nu-measurable function defined on XX, with values in a topological space GG, and let MM be the set of t∈Tt \in T such that ff is not λt\lambda_t-measurable. a) *Suppose that ff is constant on the complement of a ν\nu-moderated subset of XX; then MM is locally μ\mu-negligible.

b) Suppose that f is constant on the complement of a ν-moderated subset of X, and that Λ is vaguely continuous; then M is μ-negligible.

c) Suppose that λt∙(1)<+∞\lambda_t^\bullet(1) < +\infty locally μ-almost everywhere; then M is locally μ-negligible.

Let us first prove a) (resp. b)). Since every ν-integrable set is contained in a ν-integrable open set, the function f is constant on the complement B of a countable union of ν-integrable open sets. There exists a partition of X − B formed by a ν-negligible set N and a sequence (Kn)(K_n) of compact sets such that the restriction of f to each KnK_n is continuous. Let S be the set of t∈Tt \in T such that N is not λt\lambda_t-negligible: S is locally μ-negligible (resp. μ-negligible) by Cor. 1 of Prop. 3. The sets Kn,B,NK_n, B, N are measurable for every measure on X, and the restriction of f to each of them is λt\lambda_t-measurable for every t∉St \notin S. The function f is therefore λt\lambda_t-measurable for every t∉St \notin S (Ch. IV, §5, No. 10, Prop. 16).

To establish c), let us take up again the notations in the proof of Prop. 3; since f is ν-measurable, it is measurable for each of the measures να≤ν\nu_\alpha \leq \nu. Now, these measures are bounded, hence moderated, and it follows from a) that M is locally μα\mu_\alpha-negligible for every α∈A\alpha \in A. This implies that M is locally μ-negligible (§2, No. 2, Cor. 2 of Prop. 1).

Proposition 5

Let f be a ν-measurable positive numerical function defined on X, and let N be the set of t∈Tt \in T such that f is not both λt\lambda_t-measurable and λt\lambda_t-moderated.

a) Suppose that f is ν-moderated. The set N is then locally μ-negligible, the function t↦∫∙f(x)dλt(x)t \mapsto \int^\bullet f(x) d\lambda_t(x) is μ-measurable, and

∫∙f(x)dν(x)=∫∙dμ(t)∫∙f(x)dλt(x). \int^\bullet f(x) d\nu(x) = \int^\bullet d\mu(t) \int^\bullet f(x) d\lambda_t(x).

b) Suppose that f is ν-moderated, and that Λ is vaguely continuous. The set N is then μ-negligible, the function t↦∫∗f(x)dλt(x)t \mapsto \int^* f(x) d\lambda_t(x) is μ-measurable and μ-moderated, and

∫∗f(x)dν(x)=∫∗dμ(t)∫∗f(x)dλt(x). \int^* f(x) d\nu(x) = \int^* d\mu(t) \int^* f(x) d\lambda_t(x).

c) Suppose that λt∙(1)<+∞\lambda_t^\bullet(1) < +\infty locally μ-almost everywhere. The set N is then locally μ-negligible, the function t↦∫∙f(x)dλt(x)t \mapsto \int^\bullet f(x) d\lambda_t(x) is μ-measurable, and (9) holds.

Let us first prove a) (resp. b)), assuming that f is ν-moderated. The assertions concerning the set N have already been established (Prop. 4, and Cor. 2 of Prop. 3). By Prop. 6 of §1, No. 2, we may limit ourselves to proving a) (resp. b)) in each of the following special cases:

1) The function ff is ν\nu-negligible. 2) There exists a compact set KK such that ff is zero outside KK and the restriction of ff to KK is continuous.

The special case 1) has already been treated (Cor. 1 of Prop. 3). To treat the second, we denote by GG a ν\nu-integrable open set containing KK, by MM a constant upper bound for ff, by hh the lower semi-continuous function MφGM \varphi_G, and by gg the function h−fh - f. Since the function ff is upper semi-continuous on XX, gg is lower semi-continuous and positive. Moreover, f,g,hf, g, h are ν\nu-integrable.

Let us then apply formula (4) (resp. (5)) to the lower semi-continuous functions hh and gg. By subtraction, we see that the function

t↦∫∙f(x) dλt(x)(resp. ∫∗f(x) dλt(x)) t \mapsto \int^\bullet f(x)\, d\lambda_t(x) \quad (\text{resp. } \int^* f(x)\, d\lambda_t(x))

is μ\mu-measurable and that the formula (9) (resp. (10)) holds. Finally, under the hypothesis of b), the function t↦∫∗f(x) dλt(x)t \mapsto \int^* f(x)\, d\lambda_t(x) has finite upper integral, hence is indeed μ\mu-moderated.

To prove c), let us take up again the measures μα\mu_\alpha and να\nu_\alpha of the proof of Prop. 3; since ff is να\nu_\alpha-measurable and να\nu_\alpha-moderated, the assertion a) implies that t↦∫∙f(x) dλt(x)t \mapsto \int^\bullet f(x)\, d\lambda_t(x) is μα\mu_\alpha-measurable and that

∫∙f(x) dνα(x)=∫∙dμα(t)∫∙f(x) dλt(x). \int^\bullet f(x)\, d\nu_\alpha(x) = \int^\bullet d\mu_\alpha(t) \int^\bullet f(x)\, d\lambda_t(x).

It remains only to sum on α\alpha, applying Props. 1 and 2 of §2, No. 2.

If ff is not assumed to be ν\nu-moderated, and if one does not make the assumption in c), then the relation (9) may not hold (Exer. 3).

Corollary

— *Let f\mathbf{f} be a function defined on XX, with values in a Banach space FF or in R‾\overline{\mathbf{R}}, that is ν\nu-measurable and ν\nu-moderated. For f\mathbf{f} to be ν\nu-integrable, it is necessary and sufficient that

∫∙dμ(t)∫∙∣f(x)∣ dλt(x)<+∞. \int^\bullet d\mu(t) \int^\bullet |\mathbf{f}(x)|\, d\lambda_t(x) < +\infty.

This follows at once from Prop. 5 and the criterion for integrability (Ch. IV, §5, No. 6, Th. 5).

3. Superimposed integrals of functions with values in a Banach space

Theorem 1

— Let ff be a function with values in a Banach space FF or in R‾\overline{\mathbf{R}}, and let HH be the set of t∈Tt \in T for which ff is not λt\lambda_t-integrable.

a) If ff is ν\nu-integrable, then HH is locally μ\mu-negligible, the function t↦∫f(x) dλt(x)t \mapsto \int f(x)\, d\lambda_t(x) (defined for t∉Ht \notin H) is essentially μ\mu-integrable, and

∫f(x) dν(x)=∫dμ(t)∫f(x) dλt(x). \int f(x)\, d\nu(x) = \int d\mu(t) \int f(x)\, d\lambda_t(x).

b) If ff is ν\nu-integrable and Λ\Lambda is vaguely continuous, then HH is moreover μ\mu-negligible and the function t↦∫f(x) dλt(x)t \mapsto \int f(x)\, d\lambda_t(x) (defined for t∉Ht \notin H) is μ\mu-integrable.

c) If λt∗(1)<+∞\lambda_t^*(1) < +\infty locally μ\mu-almost everywhere, then the conclusions of a) remain true for ff an essentially ν\nu-integrable function.

We are first going to establish a) (resp. b)). This statement is true when ff is a positive numerical function (Prop. 5); if ff is an integrable function with values in R‾\overline{\mathbf{R}}, this result may be applied to the positive functions f+f^+ and f−f^-, and therefore extends at once to ff by subtraction. It remains to treat the case of functions with values in FF. Let H\mathscr{H} be the subspace of LF1(ν)\mathscr{L}_F^1(\nu) formed by the linear combinations, with coefficients in FF, of the functions in K(X)\mathscr{K}(X); the result pertaining to real functions implies at once the validity of the statement for the elements of H\mathscr{H}. Now, H\mathscr{H} is dense in LF1(ν)\mathscr{L}_F^1(\nu); therefore, for every f∈LF1(ν)f \in \mathscr{L}_F^1(\nu), there exists a sequence (fn)(f_n) of elements of H\mathscr{H} that has the following properties:

1) the sequence (fn)(f_n) converges to ff in mean in LF1(ν)\mathscr{L}_F^1(\nu), and ν\nu-almost everywhere; 2) the function g=∣f0∣+∑n∈N∣fn+1−fn∣g = |f_0| + \sum_{n \in \mathbf{N}} |f_{n+1} - f_n| is such that ν∗(g)<+∞\nu^*(g) < +\infty (Ch. IV, §3, No. 4, Th. 3).

Let N1N_1 be the set of t∈Tt \in T such that λt∗(g)=+∞\lambda_t^*(g) = +\infty; N1N_1 is locally μ\mu-negligible (resp. μ\mu-negligible) by formula (6) (resp. (7)). For t∉N1t \notin N_1, the fnf_n belong to LF1(λt)\mathscr{L}_F^1(\lambda_t), the sequence (fn)(f_n) converges λt\lambda_t-almost everywhere, as well as for the topology of convergence in mean in LF1(λt)\mathscr{L}_F^1(\lambda_t) (Ch. IV, §3, No. 3, Prop. 6). Let MM be set of x∈Xx \in X such that fn(x)f_n(x) does not converge to f(x)f(x): since MM is ν\nu-negligible, the set N2N_2 of t∈Tt \in T such that MM is not λt\lambda_t-negligible is locally μ\mu-negligible (resp. μ\mu-negligible) by Cor. 1 of Prop. 3.

Suppose that tt does not belong to N1∪N2N_1 \cup N_2; the sequence (fn)(f_n) converges in mean in LF1(λt)\mathscr{L}_F^1(\lambda_t), and converges λt\lambda_t-almost everywhere to ff. Therefore f∈LF1(λt)f \in \mathscr{L}_F^1(\lambda_t) and ∫f dλt=lim⁡n→∞∫fn dλt\int f\, d\lambda_t = \lim_{n \to \infty} \int f_n\, d\lambda_t (Ch. IV, §4, No. 1). The set HH of the statement is thus contained in N1∪N2N_1 \cup N_2; it is therefore locally μ\mu-negligible (resp. μ\mu-negligible). On the other hand, the function t↦∫f dλtt \mapsto \int f\, d\lambda_t is equal locally μ\mu-almost everywhere to the limit of a sequence of μ\mu-measurable functions; it is therefore μ\mu-measurable. Finally, for every t∉N1∪N2t \notin N_1 \cup N_2 and every nn, we have

∣∫fn(x) dλt(x)∣≤∫∗g(x) dλt(x) \left| \int f_n(x)\, d\lambda_t(x) \right| \leq \int^* g(x)\, d\lambda_t(x)
by virtue of the inequality ∣fn∣≤g|f_n| \leq g and Prop. 2 of Ch. IV, §4, No. 2. Now, the function t↦∫∗g(x) dλt(x)t \mapsto \int^* g(x)\, d\lambda_t(x) is essentially μ\mu-integrable (resp. μ\mu-integrable) by Prop. 5. We may therefore apply Lebesgue’s theorem, which yields
∫dμ(t)∫f(x) dλt(x)=lim⁡n→∞∫dμ(t)∫fn(x) dλt(x)=lim⁡n→∞∫fn(x) dν(x). \int d\mu(t) \int f(x)\, d\lambda_t(x) = \lim_{n \to \infty} \int d\mu(t) \int f_n(x)\, d\lambda_t(x) = \lim_{n \to \infty} \int f_n(x)\, d\nu(x).
Since ∫fn(x) dν(x)\int f_n(x)\, d\nu(x) tends to ∫f(x) dν(x)\int f(x)\, d\nu(x) as nn tends to ∞\infty, by the hypotheses made on the sequence (fn)(f_n), the relation (11) follows and we have proved a) (resp. b)).

Now suppose that λt∙(1)<+∞\lambda_t^\bullet(1) < +\infty locally μ\mu-almost everywhere, and that gg is an essentially ν\nu-integrable function. Let ff be a ν\nu-integrable function such that g=fg = f locally ν\nu-almost everywhere (§ 1, No. 3). Then g=fg = f almost everywhere for λt\lambda_t, except for tt forming a locally μ\mu-negligible set PP (Cor. 1 c) of Prop. 3). Therefore ∫g dλt=∫f dλt\int g\, d\lambda_t = \int f\, d\lambda_t for all t∉P∪Ht \notin P \cup H, and this completes the proof.

Remark

Let Λ:t↦λt\Lambda : t \mapsto \lambda_t be a μ\mu-adequate mapping of TT into M+(X)\mathscr{M}_+(X). If a mapping Λ′:t↦λt′\Lambda' : t \mapsto \lambda'_t of TT into M+(X)\mathscr{M}_+(X) is equal to Λ\Lambda locally μ\mu-almost everywhere, it follows at once from the definitions that Λ′\Lambda' is also μ\mu-adequate, and that Λ\Lambda and Λ′\Lambda' have the same integral. If now H:t↦ηtH : t \mapsto \eta_t is a function with values in M+(X)\mathscr{M}_+(X), defined locally μ\mu-almost everywhere, we shall again say that HH is μ\mu-adequate if it is equal locally μ\mu-almost everywhere to a mapping Λ:t↦λt\Lambda : t \mapsto \lambda_t that is everywhere defined and μ\mu-adequate. We then set ∫ηt dμ(t)=∫λt dμ(t)\int \eta_t\, d\mu(t) = \int \lambda_t\, d\mu(t), a definition that does not depend on the function Λ\Lambda utilized. We leave to the reader the task of verifying that the propositions proved in the preceding Nos. extend to μ\mu-adequate functions defined locally μ\mu-almost everywhere.

4. Universally measurable functions

Definition 2

A mapping f of T into a topological space F is said to be universally measurable if it is μ\mu-measurable for every positive measure μ\mu on T.

The subsets of T whose characteristic function is universally measurable are called universally measurable sets. They form a tribe on T (Ch. IV, §5, No. 4, Cor. 2 of Th. 2) that contains the Borel sets (same ref., Cor. 3), and the Souslin sets if T is metrizable (Ch. IV, §5, No. 1, Cor. 2 of Prop. 3). For a mapping ff of T into a topological space F, metrizable and separable, to be universally measurable, it is necessary and sufficient that the inverse image under ff of every closed ball in F be a universally measurable subset of T (Ch. IV, §5, No. 5, Th. 4).

Proposition 6

For a mapping ff of T into a topological space F to be universally measurable, it is necessary and sufficient that ff be measurable for every positive measure on T with compact support.

The condition is obviously necessary; on the other hand it is sufficient, because every positive measure μ\mu is the sum of a family of measures with compact support (§2, No. 3, Prop. 4): the statement then follows from Prop. 2 of §2, No. 2.

Proposition 7

Let μ\mu be a positive measure on T, and let ff be a μ\mu-measurable mapping of T into a topological space F. Then, there exists a universally measurable mapping f′f' of T into F such that f=f′f = f' locally μ\mu-almost everywhere.

Let K\mathscr{K} be the set of compact sets in T such that the restriction of ff to K is continuous; since K\mathscr{K} is μ\mu-dense (Ch. IV, §5, No. 10, Prop. 15), there exists a locally countable family (Ki)i∈I(K_i)_{i \in I} of pairwise disjoint elements of K\mathscr{K} such that the set N=T−⋃i∈IKiN = T - \bigcup_{i \in I} K_i is locally μ\mu-negligible (Ch. IV, §5, No. 9, Prop. 14). Let xx be an element of F; set

f′(t)=f(t)if t∈⋃i∈IKi, f'(t) = f(t) \quad \text{if } t \in \bigcup_{i \in I} K_i,
f′(t)=xif t∈N. f'(t) = x \quad \text{if } t \in N.

The functions ff and f′f' are equal locally μ\mu-almost everywhere. On the other hand, N∩KN \cap K is a Borel subset of K for every compact set K in T, since the family (Ki)(K_i) is locally countable. It follows that N is a universally measurable set, and that f′f' is a universally measurable function (Ch. IV, §5, No. 10, Prop. 16).

5. Diffusions

Definition 3

Let X be a locally compact space, and let Λ:t↦λt\Lambda : t \mapsto \lambda_t be a mapping of T into M+(X)\mathscr{M}_+(X). The mapping Λ\Lambda is said to be a diffusion* of T in X if Λ is adequate for every positive measure on T with compact support. The diffusion Λ is said to be bounded if all of the measures λ_t are bounded and sup⁡t∈T∥λt∥<+∞\sup_{t \in T} \| \lambda_t \| < +\infty; this quantity is then called the norm of Λ and is denoted ∥Λ∥\| \Lambda \|.

The following proposition merely translates the definition:

Proposition 8

— For a mapping Λ:t↦λt\Lambda : t \mapsto \lambda_t of T into M+(X)\mathscr{M}_+(X) to be a diffusion, it is necessary and sufficient that the following conditions be satisfied: 1) For every lower semi-continuous function f⩾0f \geqslant 0 defined on X, the function t↦λt∙(f)t \mapsto \lambda_t^\bullet(f) is universally measurable on T. 2) For every function g∈K+(X)g \in \mathscr{K}_+(X), the function t↦λt(g)t \mapsto \lambda_t(g) is locally bounded in T. 3) For every lower semi-continuous function f⩾0f \geqslant 0 defined on X and for every positive measure μ\mu on T with compact support, the following relation holds, where ν\nu denotes ∫λtdμ(t)\int \lambda_t d\mu(t):

∫∙f(x)dν(x)=∫∙dμ(t)∫∙f(x)dλt(x). \int^\bullet f(x) d\nu(x) = \int^\bullet d\mu(t) \int^\bullet f(x) d\lambda_t(x).

Suppose that Λ\Lambda is a diffusion. The condition 1) is then satisfied by the definition of adequate mappings (No. 1, Def. 1) and Prop. 6; the condition 3) is satisfied by formula (4), since Λ\Lambda is μ\mu-adequate. Let g∈K+(X)g \in \mathscr{K}_+(X) and let uu be the function t↦λt(g)t \mapsto \lambda_t(g) (universally measurable, by 1)); suppose that uu is not locally bounded. There would then exist a compact set K such that uu is not bounded on K, hence there would exist a sequence (tn)(t_n) of elements of K such that u(tn)⩾n2u(t_n) \geqslant n^2 for all n⩾1n \geqslant 1; then uu is not integrable for the measure μ=∑n⩾11n2εtn\mu = \sum_{n \geqslant 1} \frac{1}{n^2} \varepsilon_{t_n} with compact support, contrary to the hypothesis on Λ\Lambda, which implies that t↦λt(g)t \mapsto \lambda_t(g) is integrable for every positive measure with compact support. The above three conditions are thus necessary. Conversely, the conditions 1) and 2) imply that Λ\Lambda is scalarly essentially μ\mu-integrable for every measure μ\mu with compact support. Since every measure μ′⩾0\mu' \geqslant 0 that is bounded above by a measure μ\mu with compact support also has compact support, the conditions 1) and 3) express that Λ\Lambda is μ\mu-adequate for every positive measure with compact support, which is indeed the sought-for result.

Proposition 9

— Let Λ:t↦λt\Lambda : t \mapsto \lambda_t be a mapping of T into M+(X)\mathscr{M}_+(X), such that the function t↦λt(g)t \mapsto \lambda_t(g) is universally measurable and locally bounded in T for every g∈K+(X)g \in \mathscr{K}_+(X). One can affirm that Λ\Lambda is a diffusion in each of the following cases:

a) the topology of X admits a countable base; b) Λ is universally measurable for the vague topology.

For, let μ\mu be a positive measure on TT with compact support; the mapping Λ\Lambda is scalarly essentially μ\mu-integrable, hence μ\mu-adequate if either a) or b) is satisfied (No. 1, Prop. 2).

For the rest of this section, we shall adopt the following notations: we will denote by ⟨η,h⟩⟨\eta, h⟩ the upper essential integral, for a positive measure η\eta, of a positive η\eta-measurable function hh. The mapping Λ:t↦λt\Lambda : t \mapsto \lambda_t will be a diffusion of TT in XX. If ff is a positive universally measurable function defined on XX, we shall denote by Λf\Lambda f the mapping t↦λt∗(f)t \mapsto \lambda_t^*(f). If μ\mu is a positive measure on TT such that Λ\Lambda is scalarly essentially μ\mu-integrable, we shall denote by μΛ\mu\Lambda the measure ∫λtdμ(t)\int \lambda_t d\mu(t). The definition of the integral then takes the form

⟨μΛ,f⟩=⟨μ,Λf⟩for f∈K+(X). ⟨\mu\Lambda, f⟩ = ⟨\mu, \Lambda f⟩ \quad \text{for } f \in \mathscr{K}_+(X).

We shall say that a positive measure μ\mu on TT belongs to the domain of Λ\Lambda if Λ\Lambda is μ\mu-adequate: this amounts to saying (in view of Prop. 8) that Λ\Lambda is scalarly essentially μ\mu-integrable and ⟨μ′Λ,f⟩=⟨μ′,Λf⟩⟨\mu'\Lambda, f⟩ = ⟨\mu', \Lambda f⟩ for every positive measure μ′≤μ\mu' \leq \mu and every lower semi-continuous positive function ff.

Proposition 10

Let f,gf, g be two positive universally measurable functions on XX, let aa be a number ≥0\geq 0, and let μ\mu and ν\nu be two positive measures on TT. Then:

a) Λ(f+g)=Λf+Λg\Lambda(f + g) = \Lambda f + \Lambda g, Λ(af)=aΛf\Lambda(af) = a\Lambda f. b) If μ\mu and ν\nu belong to the domain of Λ\Lambda, then so do μ+ν\mu + \nu and aμa\mu, and one has (μ+ν)Λ=μΛ+νΛ(\mu + \nu)\Lambda = \mu\Lambda + \nu\Lambda, (aμ)Λ=a(μΛ)(a\mu)\Lambda = a(\mu\Lambda).

The only non-obvious point is that μ+ν\mu + \nu belongs to the domain of Λ\Lambda, which is treated by observing that every positive measure bounded above by μ+ν\mu + \nu is of the form μ′+ν′\mu' + \nu', where μ′≤μ\mu' \leq \mu, ν′≤ν\nu' \leq \nu (the 'decomposition lemma', Ch. II, §1, No. 1). See also the next proposition.

Proposition 11

For a positive measure μ\mu on TT to belong to the domain of Λ\Lambda, it is necessary and sufficient that Λ\Lambda be scalarly essentially μ\mu-integrable.

This condition is obviously necessary. Conversely, suppose it is satisfied, and let ff be a lower semi-continuous positive function defined on XX. The function Λf\Lambda f is universally measurable, hence μ\mu-measurable. We are going to prove that ⟨μ,Λf⟩=⟨μΛ,f⟩⟨\mu, \Lambda f⟩ = ⟨\mu\Lambda, f⟩; since this equality will also be valid for every positive measure μ′≤μ\mu' \leq \mu, because Λ\Lambda is also scalarly essentially μ′\mu'-integrable, it will follow that Λ\Lambda is μ\mu-adequate.

Let (μi)i∈I(\mu_i)_{i\in I} be a summable family of positive measures with compact support, such that μ=∑i∈Iμi\mu = \sum_{i\in I} \mu_i (§2, No. 3, Prop. 4); the family of measures μiΛ\mu_i \Lambda is then summable, and μΛ=∑i∈IμiΛ\mu \Lambda = \sum_{i \in I} \mu_i \Lambda (No. 1, Cor. of Prop. 1). Consequently ⟨μΛ,f⟩=∑i∈I⟨μiΛ,f⟩\langle \mu \Lambda, f \rangle = \sum_{i \in I} \langle \mu_i \Lambda, f \rangle (§ 2, No. 2, Prop. 1); but Λ\Lambda is μi\mu_i-adequate, thus ⟨μiΛ,f⟩=⟨μi,Λf⟩\langle \mu_i \Lambda, f \rangle = \langle \mu_i, \Lambda f \rangle. Again applying Prop. 1 of § 2, we obtain the sought-for equality:

⟨μΛ,f⟩=∑i∈I⟨μiΛ,f⟩=∑i∈I⟨μi,Λf⟩=⟨μ,Λf⟩. \langle \mu \Lambda, f \rangle = \sum_{i \in I} \langle \mu_i \Lambda, f \rangle = \sum_{i \in I} \langle \mu_i, \Lambda f \rangle = \langle \mu, \Lambda f \rangle .

Corollary 1

— *If Λ\Lambda is a bounded diffusion, then every bounded positive measure μ\mu belongs to the domain of Λ\Lambda, and ∥μΛ∥≤∥μ∥∥Λ∥\| \mu \Lambda \| \leq \| \mu \| \| \Lambda \|.

Corollary 2

— *Suppose that μ\mu is the sum of a summable family (μα)α∈A(\mu_\alpha)_{\alpha \in A} of positive measures belonging to the domain of Λ\Lambda. For μ\mu to belong to the domain of Λ\Lambda, it is necessary and sufficient that the family of measures μαΛ\mu_\alpha \Lambda be summable, in which case μΛ=∑α∈AμαΛ\mu \Lambda = \sum_{\alpha \in A} \mu_\alpha \Lambda.

It suffices to apply the Corollary of Prop. 1 of No. 1.

Proposition 5, expressed in the language of diffusions, takes the following form:

Proposition 12

— *Let μ\mu be a positive measure on TT that belongs to the domain of Λ\Lambda, and let ff be a universally measurable function ≥0\geq 0 defined on XX. If ff is moderated for the measure μΛ\mu \Lambda, or if the measures λt\lambda_t are bounded, then the function Λf\Lambda f is μ\mu-measurable and

⟨μΛ,f⟩=⟨μ,Λf⟩. \langle \mu \Lambda, f \rangle = \langle \mu, \Lambda f \rangle .

Corollary

— *If XX is countable at infinity, or if the measures λt\lambda_t are bounded, then the function Λf\Lambda f is universally measurable on TT for every universally measurable function f≥0f \geq 0 defined on XX, and (13) holds.

6. Composition of bounded diffusions

Proposition 13

— *Let T,X,YT, X, Y be three locally compact spaces, Λ:t↦λt\Lambda : t \mapsto \lambda_t a bounded diffusion of TT in XX, and H:x↦ηxH : x \mapsto \eta_x a bounded diffusion of XX in YY. The mapping t↦λtHt \mapsto \lambda_t H is then a bounded diffusion of TT in YY, which is denoted by ΛH\Lambda H, and

∥ΛH∥≤∥Λ∥∥H∥. \| \Lambda H \| \leq \| \Lambda \| \| H \|.

Let ff be a universally measurable function ≥0\geq 0 defined on YY, and μ\mu a measure on TT. Suppose that μ\mu belongs to the domain of Λ\Lambda, and that μΛ belongs to the domain of H; then μ belongs to the domain of ΛH, and

⟨μ(ΛH),f⟩=⟨μΛ,Hf⟩=⟨μ,ΛHf⟩; \langle \mu(\Lambda H), f \rangle = \langle \mu \Lambda, Hf \rangle = \langle \mu, \Lambda Hf \rangle;
(15)
(μΛ)H=μ(ΛH);Λ(Hf)=(ΛH)f. (\mu \Lambda)H = \mu(\Lambda H); \quad \Lambda(Hf) = (\Lambda H)f.

Set γt=λtH\gamma_t = \lambda_t H; we shall denote by Γ\Gamma the mapping ΛH\Lambda H of T into M+(Y)\mathscr{M}_+(Y), and by Γf\Gamma f the function t↦⟨γt,f⟩t \mapsto \langle \gamma_t, f \rangle (an abuse of notation, since we do not yet know whether Γ\Gamma is a diffusion). Then ⟨γt,f⟩=⟨λtH,f⟩=⟨λt,Hf⟩\langle \gamma_t, f \rangle = \langle \lambda_t H, f \rangle = \langle \lambda_t, Hf \rangle by (13); since the function HfHf is positive and universally measurable on X (Cor. of Prop. 12), it follows first of all that Γf=Λ(Hf)\Gamma f = \Lambda(Hf), and then that Γf\Gamma f is universally measurable on T (same reference). It is clear that all of the measures γt\gamma_t have total mass at most equal to ∥Λ∥∥H∥\| \Lambda \| \| H \|. Consequently Γg\Gamma g is universally measurable and bounded for every function g∈K+(Y)g \in \mathscr{K}_+(Y); Γ\Gamma is therefore scalarly essentially integrable for every bounded measure on T, and in particular for every measure with compact support. More generally, if μ\mu is a measure in the domain of Λ\Lambda, such that μΛ\mu \Lambda belongs to the domain of H, then, for g∈K+(Y)g \in \mathscr{K}_+(Y),

⟨μ,Γg⟩=⟨μ,Λ(Hg)⟩=⟨μΛ,Hg⟩=⟨(μΛ)H,g⟩. \langle \mu, \Gamma g \rangle = \langle \mu, \Lambda(Hg) \rangle = \langle \mu \Lambda, Hg \rangle = \langle (\mu \Lambda)H, g \rangle.

Since the last quantity is finite, we see that Γ\Gamma is scalarly essentially μ\mu-integrable. Let us denote by μΓ\mu \Gamma the integral ∫γtdμ(t)\int \gamma_t d\mu(t) (an abuse of notation, since we do not yet know whether Γ\Gamma is a diffusion). The preceding relations may then be written

⟨μΓ,g⟩=⟨(μΛ)H,g⟩, \langle \mu \Gamma, g \rangle = \langle (\mu \Lambda)H, g \rangle,

or also μΓ=(μΛ)H\mu \Gamma = (\mu \Lambda)H since gg is arbitrary in K+(Y)\mathscr{K}_+(Y).

Consider anew the universally measurable function f⩾0f \geqslant 0. We have

⟨μΓ,f⟩=⟨(μΛ)H,f⟩=⟨μΛ,Hf⟩=⟨μ,Λ(Hf)⟩=⟨μ,Γf⟩. \langle \mu \Gamma, f \rangle = \langle (\mu \Lambda)H, f \rangle = \langle \mu \Lambda, Hf \rangle = \langle \mu, \Lambda(Hf) \rangle = \langle \mu, \Gamma f \rangle.

When ff is lower semi-continuous and μ\mu runs over the set of positive measures with compact support, these relations express that Γ\Gamma is a diffusion of T in Y. The assertion then does no more than make explicit the relations obtained in the course of the above proof.

Definition 4

The notations being those of Proposition 13, the diffusion ΛH\Lambda H is called the composed diffusion (or the composition) of the bounded diffusions H and Λ\Lambda.

Let X1,X2,X3,X4X_1, X_2, X_3, X_4 be four locally compact spaces, and Λ1,Λ2,Λ3\Lambda_1, \Lambda_2, \Lambda_3 three bounded diffusions, of X1X_1 in X2X_2, X2X_2 in X3X_3, X3X_3 in X4X_4, respectively. It follows at once from Prop. 13 that

(Λ1Λ2)Λ3=Λ1(Λ2Λ3). (\Lambda_1 \Lambda_2) \Lambda_3 = \Lambda_1 (\Lambda_2 \Lambda_3).

We will therefore use these notations without parentheses for the composition of diffusions.

Example

Let uu be a universally measurable mapping of T into X, and vv a universally measurable mapping of X into Y; by Prop. 2 b), one defines diffusions Λ\Lambda and HH by the formulas

λt=εu(t),ηx=εv(x); \lambda_t = \varepsilon_{u(t)}, \quad \eta_x = \varepsilon_{v(x)};

the diffusion Γ=ΛH\Gamma = \Lambda H is then given by

γt=ε(vou)(t). \gamma_t = \varepsilon_{(vou)(t)}.

One is therefore careful to note that the order of composition of diffusions is the opposite of the usual order of the composition of functions.

Exercises

See the exercises for § 3.

Transcribed from the printed volume. Not translated.