Fatous's lemma states that:
Let $f_1,f_2, \ldots, f $ be Borel Measurable and $f_n \leq f$ for all n, where $\int_\Omega f \;d\mu < \infty$. Then
$$ \limsup_{n\rightarrow\infty} \int_\Omega f_n \; d\mu \leq \int_\Omega \left(\limsup_{n\rightarrow\infty} f_n\right) \; d\mu $$
Now, the hypothesis requires that there exist an $f$ which is integrable.
What I want to know is a counter-example (if it exists, or a proof if it doesn't) for the case when $\int_\Omega f \;d\mu = \infty$ for a probability measure $\mu$ i.e. $f_n, f$ such that $$ \limsup_{n\rightarrow\infty} \int_\Omega f_n \; d\mu > \int_\Omega \left(\limsup_{n\rightarrow\infty} f_n\right) \; d\mu $$
Here's is a counter-example for the case when $\mu$ is not a finite measure.
Let $0<x<1$, $\Omega = \mathbb{N}$, and $\mu(\{k\}) = \frac{1}{k}$, $\forall k \in \mathbb{N}$.
$f_n(k) = x^n k$. Thus,
$$ \limsup_n \sum_k p_k f_n(k) = \limsup_n x^n \sum_k 1 = \infty $$
But,
$$ \sum_k p_k \left(\limsup_n f_n(k)\right) = 0 $$
Reference: Problem 5 in section 1.6 in Robert Ash.
