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A strong law of large numbers for nonexpansive vector-valued stochastic processes
Authors:Elon Kohlberg  Abraham Neyman
Affiliation:(1) Graduate School of Business Administration, Harvard University, Soldiers Field Road, 02163 Boston, MA, USA;(2) Institute of Mathematics, The Hebrew University of Jerusalem, Givat Ram, 91904 Jerusalem, Israel;(3) The Institute for Decision Sciences, SUNY at Stony Brook, 11794-4384 Stony Brook, NY, USA
Abstract:A mapT: X→X on a normed linear space is callednonexpansive if ‖Tx-Ty‖≤‖x-y‖∀x, yX. Let (Ω, Σ,P) be a probability space, 
$${mathcal{F}}_0  subset {mathcal{F}}_1  subset ... subset {mathcal{F}}_n $$
an increasing chain of σ-fields spanning Σ,X a Banach space, andT: X→X. A sequence (xn) of strongly 
$${mathcal{F}}_n $$
-measurable and stronglyP-integrable functions on Ω taking on values inX is called aT-martingale if 
$$E(x_{n + 1} left| {{mathcal{F}}_n ) = T(x_n )} right.$$
. LetT: H→H be a nonexpansive mapping on a Hilbert spaceH and let (xn) be aT-martingale taking on values inH. If 
$$sumlimits_{n = 1}^infty  {n^{ - 2} } Eleft| {x_{n + 1}  - Tx_n } right|^2< infty ,$$
then x n /n converges a.e. LetT: X→X be a nonexpansive mapping on ap-uniformly smooth Banach spaceX, 1n) be aT-martingale (taking on values inX). If 
$$sum n ^{ - p} Eleft( {left| {x_n  - Tx_{n - 1} } right|^p } right)< infty ,$$
then there exists a continuous linear functionalf∈X * of norm 1 such that 
$$mathop {lim }limits_{n to infty } f(x_n )/n = mathop {lim }limits_{n to infty } left| {x_n } right|/n = infleft{ {left| {Tx - x} right|:x in X} right} a.e.$$
If, in addition, the spaceX is strictly convex, x n /n converges weakly; and if the norm ofX * is Fréchet differentiable (away from zero), x n /n converges strongly. This work was supported by National Science Foundation Grant MCS-82-02093
Keywords:
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