Mathematics.

construction of measures

Carathéodory Extension Theorem

Measure Theory90 minDifficulty9 out of 10

You should know: sigma algebras, outer measure, borel sets

Overview

The Carathéodory Extension Theorem provides a rigorous method to extend a pre-measure defined on an algebra (or semi-ring) of sets to a full countably additive measure on the generated sigma-algebra. It is the foundational result that justifies the construction of Lebesgue measure from the length function on intervals, and more generally allows measures to be defined via their values on simple sets and then extended uniquely to a complete measure space.

Intuition

You know how to measure 'simple' sets: the length of an interval is b - a. You want to measure complicated sets. The strategy: cover every set from the outside with countably many simple sets, and take the infimum of total lengths (this gives the outer measure). Then identify which sets behave additively (the measurable sets). The theorem says this process produces a genuine sigma-additive measure, and if the original pre-measure is sigma-finite, the extension is unique.

Formal Definition

Definition

Let A be an algebra of subsets of X and mu_0: A -> [0, inf] a pre-measure (finitely additive and countably additive when applicable). Define the outer measure mu*: P(X) -> [0, inf] by the covering formula. The Carathéodory Extension Theorem states that the restriction of mu* to the sigma-algebra M of mu*-measurable sets is a complete measure extending mu_0, and this extension is unique if mu_0 is sigma-finite.

μ(E)=inf ⁣{n=1μ0(An):En=1An,  AnA}\mu^*(E) = \inf\!\left\{ \sum_{n=1}^{\infty} \mu_0(A_n) : E \subseteq \bigcup_{n=1}^{\infty} A_n,\; A_n \in \mathcal{A} \right\}
Outer measure from pre-measure
M={EX:AX,  μ(A)=μ(AE)+μ(AEc)}\mathcal{M} = \{ E \subseteq X : \forall A \subseteq X,\; \mu^*(A) = \mu^*(A \cap E) + \mu^*(A \cap E^c) \}
Carathéodory-measurable sets
μˉ=μM is a complete measure on Mσ(A)\bar{\mu} = \mu^*\big|_{\mathcal{M}} \text{ is a complete measure on } \mathcal{M} \supseteq \sigma(\mathcal{A})
The extension

Notation

NotationMeaning
A\mathcal{A}Algebra on which the pre-measure is originally defined
μ0\mu_0Pre-measure on A
μ\mu^*Outer measure induced by mu_0
μˉ\bar{\mu}The complete measure on M (the extension of mu_0)

Proofs

Proof sketch: M is a sigma-algebra
  1. XMX \in \mathcal{M}(mu*(A ∩ X) + mu*(A ∩ X^c) = mu*(A) + mu*(empty) = mu*(A). So X satisfies Carathéodory's criterion.)
  2. EMEcME \in \mathcal{M} \Rightarrow E^c \in \mathcal{M}(The criterion is symmetric in E and E^c.)
  3. E1,E2ME1E2ME_1, E_2 \in \mathcal{M} \Rightarrow E_1 \cup E_2 \in \mathcal{M}(Use both criteria for E_1 and E_2 applied successively to any test set A; algebra of equalities yields the union criterion.)
  4. M is closed under countable unions\mathcal{M} \text{ is closed under countable unions}(By induction on finite unions and a limit argument using monotone convergence of outer measure.)

Theorems

Theorem 1: Carathéodory Extension Theorem
LetA be an algebra on X and μ0:A[0,] a pre-measure. Then there exists a measure μ on σ(A) with μA=μ0. If μ0 is σ-finite, this extension is unique.Let \mathcal{A} \text{ be an algebra on } X \text{ and } \mu_0 : \mathcal{A} \to [0,\infty] \text{ a pre-measure. Then there exists a measure } \mu \text{ on } \sigma(\mathcal{A}) \text{ with } \mu|_{\mathcal{A}} = \mu_0. \text{ If } \mu_0 \text{ is } \sigma\text{-finite, this extension is unique.}
Theorem 2: Uniqueness under sigma-finiteness
If μ0 is σ-finite (X=An,  AnA,  μ0(An)<), then any two measures on σ(A) extending μ0 are equal.\text{If } \mu_0 \text{ is } \sigma\text{-finite (}X = \bigcup A_n,\; A_n \in \mathcal{A},\; \mu_0(A_n) < \infty\text{), then any two measures on } \sigma(\mathcal{A}) \text{ extending } \mu_0 \text{ are equal.}
Theorem 3: Completeness of the extension
The measure space (X,M,μˉ) is complete: if μˉ(N)=0 and EN, then EM and μˉ(E)=0.\text{The measure space } (X, \mathcal{M}, \bar{\mu}) \text{ is complete: if } \bar{\mu}(N)=0 \text{ and } E \subseteq N, \text{ then } E \in \mathcal{M} \text{ and } \bar{\mu}(E) = 0.

Worked Examples

  1. Let A = all finite unions of half-open intervals [a,b) in R. Define mu_0([a,b)) = b - a and extend additively to all of A.

    μ0 ⁣(k=1n[ak,bk))=k=1n(bkak)\mu_0\!\left(\bigsqcup_{k=1}^n [a_k, b_k)\right) = \sum_{k=1}^n (b_k - a_k)
  2. Verify mu_0 is a pre-measure: it is finitely additive by definition and sigma-additive on A (since a countable disjoint union in A that lands in A must be finite).

  3. Apply the Extension Theorem: the induced outer measure lambda* is defined on all subsets of R, and its restriction to the Carathéodory-measurable sets M is a complete measure.

    λ(E)=inf ⁣{n(bnan):En[an,bn)}\lambda^*(E) = \inf\!\left\{ \sum_n (b_n - a_n) : E \subseteq \bigcup_n [a_n, b_n) \right\}
  4. M contains sigma(A) = B(R), and since mu_0 is sigma-finite (R = union [-n,n)), the extension is unique. The resulting measure is Lebesgue measure lambda.

Answer: Lebesgue measure is the unique extension of the length pre-measure from A to sigma(A) = B(R), completed to the Lebesgue sigma-algebra M.

Practice Problems

Difficulty 8/10

Let A be an algebra and mu_0 a pre-measure. Show that the induced outer measure mu* satisfies mu*(A) = mu_0(A) for all A in A (i.e., mu* extends mu_0 to all of P(X)).

Difficulty 7/10

Explain why sigma-finiteness is needed for uniqueness. Give a concrete example where uniqueness fails.

Difficulty 6/10

What does the Carathéodory Extension Theorem guarantee when mu_0 is sigma-finite?

Common Mistakes

Common Mistake

The extension always lands exactly on sigma(A).

The Carathéodory construction produces a complete measure on M, which generally contains sigma(A) strictly. The sigma-algebra M is the completion of sigma(A) with respect to the extended measure.

Common Mistake

Sigma-finiteness is always satisfied in practice.

Counting measure on an uncountable set is not sigma-finite. Many measures arising in functional analysis or topology are not sigma-finite, and uniqueness of extension is a non-trivial constraint.

Common Mistake

A pre-measure on an algebra is automatically sigma-additive.

A pre-measure is required to be sigma-additive for disjoint sequences whose union stays within the algebra. This is an additional hypothesis that must be verified, not a consequence of finite additivity alone.

Quiz

The Carathéodory Extension Theorem starts with a pre-measure on:
Which additional condition ensures uniqueness of the extension?
The complete measure produced by Carathéodory's construction lives on:

Historical Background

Constantin Carathéodory published his extension theorem in 1914, providing the definitive framework for constructing measures axiomatically. His approach via outer measures unified and generalised earlier work of Borel and Lebesgue, and remains the standard approach in modern measure theory textbooks.

  1. 1902

    Lebesgue constructs measure on R by extending length from intervals

    Henri Lebesgue

  2. 1914

    Carathéodory publishes the general extension theorem via outer measures

    Constantin Carathéodory

  3. 1950

    Halmos's textbook codifies the theorem in the form used today

    Paul Halmos

Summary

  • A pre-measure on an algebra A induces an outer measure on all subsets of X via the covering infimum construction.
  • Carathéodory's criterion identifies the measurable sets as those that split every test set additively.
  • These measurable sets form a complete sigma-algebra M ⊇ sigma(A) on which the outer measure is a genuine measure.
  • If the pre-measure is sigma-finite, the extension to sigma(A) is unique (Dynkin's theorem).
  • Lebesgue measure is the canonical application: length on half-open intervals extends uniquely to a complete measure on the Lebesgue sigma-algebra.

References

  1. BookFolland, G. B. (1999). Real Analysis: Modern Techniques and Their Applications (2nd ed.). Wiley. Chapter 1.
  2. BookHalmos, P. R. (1950). Measure Theory. Van Nostrand. Chapter 3.