A~generalization of an ergodic theorem of Hopf
Teoriâ veroâtnostej i ee primeneniâ, Tome 17 (1972) no. 2, pp. 380-383

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Let $X$ be a separable locally compact semigroup; let($\Omega$, $\mathfrak G$, $m$) be a space with a $\sigma$-finite measure $m$ and let $T_x$, $x\in X$, be a dynamic system in $\Omega$ with “time” from $X$. Let, further, $p$ and $q$ be probability Borel measures on $X$ and $\lambda_n=\sum_{k=0}^np*q^{*k}$. If $f$, $g\in L_1(m)$ and $g>0$ then the limit $$ \lim_{n\to\infty}\int_Xf(T_x\omega)\lambda_n(dx)\bigg/\int_Xg(T_x\omega)\lambda_n(dx)=h_{f,g}(\omega) $$ is shown to exist almost everywhere on $\Omega$. $(p,q)$-conservative dynamic systems are defined as systems inducing recurrent random walks in $\Omega$ in correspondence with the measures $p$ and $q$. For such dynamic systems the equality $h_{f,g}=\mathbf E(f\mid\mathfrak F)$ is proved where $\mathbf E(f\mid\mathfrak F)$ is the conditional expectation of the function $f(\omega)$ given the $\sigma$-algebra $\mathfrak F$ of measurable invariant sets.
@article{TVP_1972_17_2_a17,
     author = {A. A. Tempel'man},
     title = {A~generalization of an ergodic theorem of {Hopf}},
     journal = {Teori\^a vero\^atnostej i ee primeneni\^a},
     pages = {380--383},
     publisher = {mathdoc},
     volume = {17},
     number = {2},
     year = {1972},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/TVP_1972_17_2_a17/}
}
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A. A. Tempel'man. A~generalization of an ergodic theorem of Hopf. Teoriâ veroâtnostej i ee primeneniâ, Tome 17 (1972) no. 2, pp. 380-383. http://geodesic.mathdoc.fr/item/TVP_1972_17_2_a17/