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Product Measures and Fubini's Theorem

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Lebesgue Integral (Full Construction)Lebesgue Measure on ℝⁿ+1 more→→Fourier Series as Lᵖ TheoryTonelli's Theorem
product-measures integration

Core Idea

The product of two σ-finite measure spaces has a natural product measure. Fubini's theorem guarantees that integrable functions on product spaces can be iterated: ∫∫f dμ dν = ∫(∫f(x,y) dν(y)) dμ(x).

Explainer

When you computed double integrals in calculus, you likely switched freely between ∫∫f(x,y) dy dx and ∫∫f(x,y) dx dy without much worry. Fubini's theorem is the rigorous justification for this exchange — and it reveals precisely when that exchange is *not* valid.

Start with the product measure construction. If (X, μ) and (Y, ν) are two measure spaces, their product space X × Y carries a natural measure μ × ν defined on "rectangles" A × B by (μ × ν)(A × B) = μ(A) · ν(B). This extends to a full σ-algebra on the product space using the standard Carathéodory extension from your measure theory prerequisites. Lebesgue measure on ℝ² is exactly the product of two copies of Lebesgue measure on ℝ: the measure of a rectangle is its width times its height.

Fubini's theorem then says: if f is integrable on the product space (meaning ∫|f| d(μ × ν) < ∞), then for μ-almost every x, the function y ↦ f(x, y) is ν-integrable; the function x ↦ ∫f(x,y) dν(y) is μ-integrable; and the iterated integrals equal the double integral. Moreover, the two orders of iteration give the same answer: ∫(∫f(x,y) dν(y)) dμ(x) = ∫(∫f(x,y) dμ(x)) dν(y). This is the "switch the order of integration" theorem from multivariable calculus, now on firm footing.

The σ-finiteness condition and the integrability condition are not just technicalities. Without integrability, iteration order can change the answer. The classic counterexample is f(x,y) = (x² − y²)/(x² + y²)² on [0,1] × [0,1]: one iterated integral gives +π/4 and the other gives −π/4. Fubini's theorem excludes this because f is not integrable (the absolute value has infinite integral). The theorem tells you: if ∫|f| d(μ × ν) < ∞, you're safe. If you're unsure, apply Tonelli's theorem first: for non-negative f, the iterated integrals always equal each other (possibly being ∞), so you can use Tonelli to check integrability before invoking Fubini for the sign-sensitive version.

Practice Questions 5 questions

Prerequisite Chain

Understanding Zero → The Number Zero → Counting to Five → Counting to 10 → Counting to 20 → Counting a Set of Objects Up to 20 → Cardinality: The Last Number Counted → Matching Numerals to Quantities → Subitizing Small Quantities → Addition Within 10 → Number Bonds to 10 → Addition Within 20 → Doubles and Near Doubles → Doubles Facts Within 10 → Near Doubles Facts Within 20 → Mental Math Strategies for Addition → Mental Math: Adding and Subtracting Tens → Addition Within 100 → Repeated Addition as Multiplication → Multiplication as Equal Groups → Multiplication: Arrays → Basic Multiplication Facts (0s, 1s, 2s, 5s, 10s) → Multiplication Facts Within 100 → Division as Equal Sharing → Division as Grouping (Measurement Division) → Division: Grouping (Repeated Subtraction) Model → Division: Fair Sharing Model → Division as Equal Sharing → Division as Grouping → Basic Division Facts → Division Facts Within 100 → Multiplication and Division Fact Families → Relationship Between Multiplication and Division → Division Facts as Inverse of Multiplication → Remainders and Quotients in Division → Division Word Problems → Multi-Step Word Problems → Solving Multi-Step Word Problems → Multiplication Word Problems → Division Word Problems → Introduction to Long Division → Factors and Multiples → Prime and Composite Numbers → Equivalent Fractions → Relating Fractions and Decimals → Decimal Place Value → Integers and the Number Line → Comparing and Ordering Integers → Absolute Value → Adding Integers → Subtracting Integers → Multiplying Integers → Introduction to Exponents → Order of Operations → Integer Order of Operations → Variable Expressions → The Distributive Property → Variables and Expressions Review → Introduction to Polynomials → Adding and Subtracting Polynomials → Multiplying Polynomials → Factorial → Permutations → Combinations → Counting Principles: Addition and Multiplication Rules → Introduction to Graph Theory → Propositional Logic Foundations → Logical Equivalences → Set Operations: Union, Intersection, and Complement → Cartesian Products and Relations → Partial Orders → Binary Relations → Equivalence Relations → Injective, Surjective, and Bijective Functions → Cardinality and Countability → Sigma-Algebras and Measurable Sets → Measurable Sets and σ-Algebra Properties → Measure Spaces → Measurable Functions → Simple Functions and Approximation → Lebesgue Integral for Simple Functions → Lebesgue Integral for Non-Negative Functions → Lebesgue Integral: General Definition → Lebesgue Integral (Full Construction) → Lᵖ Spaces → Radon-Nikodym Theorem → Signed Measures and Hahn-Jordan Decomposition → Product Measures → Fubini's Theorem and Tonelli's Theorem → Product Measures and Fubini's Theorem

Longest path: 90 steps · 443 total prerequisite topics

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