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Fatou's Lemma

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Statement of Fatou's Lemma

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Fatou's Lemma states that for any sequence of non-negative measurable functions fnf_n, the following inequality holds:

lim infnfndμlim infnfndμ\int \liminf_{n \to \infty} f_n d\mu \leq \liminf_{n \to \infty} \int f_n d\mu
Essentially, it's a statement about the limit of integrals being greater than or equal to the integral of the limits.

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Fatou's Lemma with Dominated Convergence Theorem

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The Dominated Convergence Theorem can follow from Fatou's Lemma. If fnf_n converges to ff a.e. and is dominated by an integrable function gg, then Fatou's Lemma helps to show that

fdμ=limnfndμ\int f d\mu = \lim_{n \to \infty} \int f_n d\mu
. This is more powerful than Fatou's Lemma as it provides an equality rather than an inequality.

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Connection to Lebesgue Integration

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Fatou's Lemma is integral within the Lebesgue integration framework as it validates that integration is well-defined in the limit under certain conditions. As an example, consider a sequence of simple functions that approximate a non-negative measurable function; Fatou's Lemma assures that we can interchange limit and integration for this sequence.

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Counterexample Where Fatou's Lemma Does Not Apply

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Consider the sequence of functions fn(x)=(1)n1nχ[0,1](x)f_n(x) = (-1)^n \frac{1}{n} \chi_{[0,1]}(x), where χ\chi is the characteristic function. Here, lim infnfn(x)=0\liminf_{n\to\infty} f_n(x) = 0, but

lim infnfndμ=0≰lim infnfndμ=0\liminf_{n \to \infty} \int f_n d\mu = 0 \not\leq \int \liminf_{n \to \infty} f_n d\mu = 0
This does not contradict Fatou's Lemma because the functions fnf_n are not non-negative, hence Fatou's Lemma does not apply.

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Need for Non-negative Functions

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Fatou's Lemma requires the functions in the sequence to be non-negative because the lemma relies on the Monotone Convergence Theorem, which in turn is only valid for non-negative functions. If we considered a sequence with negative parts, the lemma might fail as integrals might not be well-defined (e.g., result in \infty - \infty).

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Fatou's Lemma in Probability Theory

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In the context of probability theory, Fatou's Lemma is often used to show that if XnX_n are non-negative random variables, then:

E(lim infXn)lim infE(Xn)\mathbb{E}(\liminf X_n) \leq \liminf \mathbb{E}(X_n)
Here, E\mathbb{E} denotes the expected value, which is essentially an integral with respect to the probability measure.

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