Zulip Chat Archive
Stream: maths
Topic: Birkhoff ergodic theorem
Yury G. Kudryashov (Sep 04 2023 at 20:10):
Is there a proof of the Birkhoff ergodic theorem that works (directly) for functions f : α → E
, not f : α → ℝ
?
Yury G. Kudryashov (Sep 04 2023 at 20:11):
I understand that we can prove it for f : α → ℝ
, then go to f : α → E
for a "nice" E
(not sure about specific assumptions).
Yury G. Kudryashov (Sep 04 2023 at 22:29):
BTW, is it true for an infinite dimensional E
?
Sebastien Gouezel (Sep 05 2023 at 06:19):
I only know proofs that go through ℝ
, using the order structure and maximal inequalities. Once you have it for ℝ
, you deduce it for an arbitrary Banach space (for ae strongly measurable functions), by approximating the function by a finite linear combination of characteristic functions. For each of these, the one-dimensional result applies, and taking the norm you can also estimate the error in the approximation using the one-dimensional result.
Yury G. Kudryashov (Sep 05 2023 at 06:25):
Thank you! I'll think about details tomorrow.
Yury G. Kudryashov (Sep 06 2023 at 22:24):
Is this implication written somewhere? I tried to fill in the details and failed.
Sebastien Gouezel (Sep 07 2023 at 05:37):
Maybe I was overly optimistic. Let me try to write down the details, in the ergodic case first for simplicity.
Let u : E -> F
be integrable. It is approximated in L^1
by a simple function ∑ i, 1_{s_i} • a i
, where a i
are elements of F
and s i
are measurable sets. Say u = v + ∑ i, 1_{s_i} • a i
where v
has L^1
norm at most epsilon.
Then S_n u / n = S_n v / n + ∑ i, (S_n 1_{s_i})/n • a i
. Almost everywhere, the latter sum converges (by Birkhoff applied to the real function 1_{s_i}
), while the limsup of S_n v / n
is bounded by epsilon (again by Birkhoff applied to the norm of v
). It follows that S_n u / n
oscillates asymptotically by at most epsilon.
Letting epsilon tend to zero along a countable sequence, one deduces that, almost surely, S_n u / n
is a Cauchy sequence, therefore convergent. Its limit is an invariant function, therefore constant. As its integral is the integral of u
, this constant is the integral of u
.
Sebastien Gouezel (Sep 07 2023 at 05:38):
Consider now the slightly harder non-ergodic case. Then S_n ||v|| / n
still converges almost surely, but its limit (the conditional expectation of ||v|| with respect to the invariant sigma-algebra) doesn't have to be small everywhere. However, it is bounded by epsilon in L^1, so it is smaller than epsilon^{1/2} outside of a set of small measure (at most epsilon^{1/2}). Moreover, the conditional expectation of u
is close to ∑ i, E(1_{s_i} | I) • a i
again outside a set of small measure. Taking epsilon_n = 2^{-n}
and applying Borel-Cantelli, one obtains the almost sure convergence of S_n u / n
to E(u | I)
.
Yury G. Kudryashov (Sep 07 2023 at 07:04):
I think that I missed the Borel-Cantelli step when I was trying to do that. Thank you!
Sebastien Gouezel (Sep 17 2023 at 08:19):
I realized that we didn't even have the strong law of large numbers for vector-valued observables, so I implemented it following the above proof sketch (but without the need for Borel-Cantelli as there are only constant limits), see #7218. It went pretty smoothly (although it highlighted some gaps in the library and some superfluous second-countability assumptions here and there, as always).
Yury G. Kudryashov (Sep 17 2023 at 22:11):
In the meantime, I'm busy with dull stuff like getting rid of docs#Metric.Bounded and migrating to docs#Bornology.IsBounded.
Last updated: Dec 20 2023 at 11:08 UTC