Difference between revisions of "Von Neumann ergodic theorem"
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{{MSC|47A35}} | {{MSC|47A35}} | ||
[[Category:General theory of linear operators]] | [[Category:General theory of linear operators]] | ||
− | For any isometric operator | + | For any isometric operator $ U $ |
+ | on a Hilbert space $ H $ | ||
+ | and for any $ h \in H $ | ||
+ | the limit | ||
+ | |||
+ | $$ | ||
+ | \lim\limits _ {n \rightarrow \infty } | ||
+ | \frac{1}{n} | ||
+ | |||
+ | \sum _ { k=0} ^ { n-1} U ^ {k} h = \overline{h}\; | ||
+ | $$ | ||
− | + | exists (in the sense of convergence in the norm of $ H $). | |
+ | For a continuous one-parameter group of unitary transformations $ \{ U _ {t} \} $ | ||
+ | on $ H $ | ||
+ | and any $ h \in H $, | ||
+ | the limit | ||
− | + | $$ | |
+ | \lim\limits _ {T \rightarrow \infty } | ||
+ | \frac{1}{T} | ||
− | + | \int\limits _ { 0 } ^ { T } U _ {t} h d t = \overline{h}\; | |
+ | $$ | ||
− | exists (in the same sense). Here | + | exists (in the same sense). Here $ \overline{h}\; $ |
+ | is the orthogonal projection of $ h $ | ||
+ | onto the space of $ U $- | ||
+ | (or $ \{ U _ {t} \} $-) | ||
+ | invariant elements of $ H $. | ||
− | J. von Neumann stated and proved this theorem in {{Cite|N}}, having in mind in the first instance its application in ergodic theory, when in a [[Measure space|measure space]] | + | J. von Neumann stated and proved this theorem in {{Cite|N}}, having in mind in the first instance its application in ergodic theory, when in a [[Measure space|measure space]] $ ( X , \mu ) $ |
+ | an endomorphism $ T $ | ||
+ | is given (or a [[Measurable flow|measurable flow]] $ \{ T _ {t} \} $), | ||
+ | when $ H = L _ {2} ( X , \mu ) $ | ||
+ | and where $ U $ | ||
+ | is the shift operator: | ||
− | + | $$ | |
+ | U h ( x) = h ( T x ) \ \ | ||
+ | \textrm{ or } \ U _ {t} h ( x) = \ | ||
+ | h ( T _ {t} ( x) ) . | ||
+ | $$ | ||
− | In this case von Neumann's theorem states that the time average of | + | In this case von Neumann's theorem states that the time average of $ h ( x) $, |
+ | that is, the mean value of $ h ( T ^ {k} x ) $, | ||
+ | or $ h ( T _ {t} x) $, | ||
+ | on the time interval $ 0 \leq k < n $, | ||
+ | or $ 0 \leq t \leq T $, | ||
+ | when this interval is lengthened, converges to $ \overline{h}\; ( x) $ | ||
+ | in mean square with respect to $ x $( | ||
+ | which is often emphasized by the term mean ergodic theorem). In particular, for a sufficiently long interval the averaged time mean of $ h ( x) $ | ||
+ | for the majority of $ x $ | ||
+ | is close to $ \overline{h}\; ( x) $. | ||
+ | Therefore, von Neumann's theorem (and its generalizations) is frequently (especially when applied to a given case) called the statistical ergodic theorem, in contrast to the individual ergodic theorem, that is, the [[Birkhoff ergodic theorem|Birkhoff ergodic theorem]] (and its generalizations). From the latter (and for $ \mu ( x) = \infty $, | ||
+ | from arguments used in its proof) one can in this case deduce von Neumann's ergodic theorem. However, in general, when $ H $ | ||
+ | is not realized as $ L _ {2} ( X , \mu ) $ | ||
+ | and the operator $ U $ | ||
+ | or $ U _ {t} $ | ||
+ | is not connected with any transformation in $ X $, | ||
+ | von Neumann's theorem does not follow from Birkhoff's. | ||
Von Neumann's original proof was based on the spectral decomposition of unitary operators. Later a number of other proofs were published (the simplest is due to F. Riesz, see {{Cite|H}}) and it was generalized to wider classes of groups and semi-groups of operators on Banach spaces (see {{Cite|VY}}, {{Cite|KSS}}). | Von Neumann's original proof was based on the spectral decomposition of unitary operators. Later a number of other proofs were published (the simplest is due to F. Riesz, see {{Cite|H}}) and it was generalized to wider classes of groups and semi-groups of operators on Banach spaces (see {{Cite|VY}}, {{Cite|KSS}}). |
Latest revision as of 17:38, 6 January 2024
2020 Mathematics Subject Classification: Primary: 47A35 [MSN][ZBL]
For any isometric operator $ U $ on a Hilbert space $ H $ and for any $ h \in H $ the limit
$$ \lim\limits _ {n \rightarrow \infty } \frac{1}{n} \sum _ { k=0} ^ { n-1} U ^ {k} h = \overline{h}\; $$
exists (in the sense of convergence in the norm of $ H $). For a continuous one-parameter group of unitary transformations $ \{ U _ {t} \} $ on $ H $ and any $ h \in H $, the limit
$$ \lim\limits _ {T \rightarrow \infty } \frac{1}{T} \int\limits _ { 0 } ^ { T } U _ {t} h d t = \overline{h}\; $$
exists (in the same sense). Here $ \overline{h}\; $ is the orthogonal projection of $ h $ onto the space of $ U $- (or $ \{ U _ {t} \} $-) invariant elements of $ H $.
J. von Neumann stated and proved this theorem in [N], having in mind in the first instance its application in ergodic theory, when in a measure space $ ( X , \mu ) $ an endomorphism $ T $ is given (or a measurable flow $ \{ T _ {t} \} $), when $ H = L _ {2} ( X , \mu ) $ and where $ U $ is the shift operator:
$$ U h ( x) = h ( T x ) \ \ \textrm{ or } \ U _ {t} h ( x) = \ h ( T _ {t} ( x) ) . $$
In this case von Neumann's theorem states that the time average of $ h ( x) $, that is, the mean value of $ h ( T ^ {k} x ) $, or $ h ( T _ {t} x) $, on the time interval $ 0 \leq k < n $, or $ 0 \leq t \leq T $, when this interval is lengthened, converges to $ \overline{h}\; ( x) $ in mean square with respect to $ x $( which is often emphasized by the term mean ergodic theorem). In particular, for a sufficiently long interval the averaged time mean of $ h ( x) $ for the majority of $ x $ is close to $ \overline{h}\; ( x) $. Therefore, von Neumann's theorem (and its generalizations) is frequently (especially when applied to a given case) called the statistical ergodic theorem, in contrast to the individual ergodic theorem, that is, the Birkhoff ergodic theorem (and its generalizations). From the latter (and for $ \mu ( x) = \infty $, from arguments used in its proof) one can in this case deduce von Neumann's ergodic theorem. However, in general, when $ H $ is not realized as $ L _ {2} ( X , \mu ) $ and the operator $ U $ or $ U _ {t} $ is not connected with any transformation in $ X $, von Neumann's theorem does not follow from Birkhoff's.
Von Neumann's original proof was based on the spectral decomposition of unitary operators. Later a number of other proofs were published (the simplest is due to F. Riesz, see [H]) and it was generalized to wider classes of groups and semi-groups of operators on Banach spaces (see [VY], [KSS]).
Von Neumann's theorem, and its generalizations, is an operator ergodic theorem.
References
[N] | J. von Neumann, "Proof of the quasi-ergodic hypothesis" Proc. Nat. Acad. Sci. USA , 18 (1932) pp. 70–82 Zbl 0004.31004 Zbl 58.1271.03 |
[H] | P.R. Halmos, "Lectures on ergodic theory" , Math. Soc. Japan (1956) MR0097489 Zbl 0073.09302 |
[VY] | A.M. Vershik, S.A. Yuzvinskii, "Dynamical systems with an invariant measure" Progress in Math. , 8 (1970) pp. 151–215 Itogi Nauk. Mat. Anal. 1967 (1969) pp. 133–187 MR286981 |
[KSS] | A.B. Katok, Ya.G. Sinai, A.M. Stepin, "Theory of dynamical systems and general transformation groups with invariant measure" J. Soviet Math. , 7 : 6 (1977) pp. 964–1065 Itogi Nauk. i Tekhn. Mat. Anal. , 13 (1975) pp. 129–262 MR0584389 Zbl 0399.28011 |
Comments
For a wider variety of ergodic theorems see [K].
References
[K] | U. Krengel, "Ergodic theorems" , de Gruyter (1985) MR0797411 Zbl 0575.28009 |
Von Neumann ergodic theorem. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Von_Neumann_ergodic_theorem&oldid=26972