Lebesgue Dominated Convergence Theorem
The dominated convergence theorem is a theorem which provides an additional condition under which pointwise convergence gives \(L_p\) convergence. This is typically done with \(L_1\) convergence as below, however beneath this result is a corollary which generalises it.
Given a sequence of Lebesgue integrable functions \(\{f_{n}\}\) defined on a measure space \((X, \mathcal{F}, \mu)\) which satisfy:
- \(f_{n} \to f\) almost everywhere on \(X\)
there exists an integrable function \(g\) such that
\(\)
|f_{n}| \leq g \quad \text{almost everywhere on} \ X.
\(\)
Then, \(f\) is integrable and
Note that this final condition allows one to exchange the limit of the integral by applying the fact that \(L_1\) convergence implies integral convergence.
Given \(\{f_n\}\) as above, with dominating function \(g \in L_p(X)\), we have that for any \(p \in [0, \infty)\)
Note this does not include \(L_{\infty}\), just finite \(p\).
Also note that previously we required our dominating function to be just integrable, that is, in \(L_1(X)\), to get convergence of the sequence in \(L_1\). Here, we similarly require the dominating function to be in \(L_p(X)\) for convergence of the sequence in \(L_p\).