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A variable Krasnosel'skii–Mann algorithm and the multiple-set split feasibility problem

Hong-Kun Xu 2006 Inverse Problems 22 2021-2034   doi: 10.1088/0266-5611/22/6/007  Help

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Hong-Kun Xu
School of Mathematical Sciences, University of KwaZulu-Natal, Westville Campus, Private Bag X54001, Durban 4000, South Africa
E-mail: xuhk@ukzn.ac.za

Abstract. A variable Krasnosel'skii–Mann algorithm generates a sequence {xn} via the formula xn+1 = (1 - αn)xn + αnTnxn, where {αn} is a sequence in [0, 1] and {Tn} is a sequence of nonexpansive mappings. We will show, in a fairly general Banach space, that the sequence {xn} generated converges weakly. This result is used to solve the split feasibility problem which is to find a point x with the property that xC and AxQ, where C and Q are closed convex subsets of Hilbert spaces H1 and H2, respectively, and A is a bounded linear operator from H1 to H2. The multiple-set split feasibility problem recently introduced by Censor et al is stated as finding a point x ∈ ∩Ni=1Ci such that Ax ∈ ∩Mj=1Qj, where N and M are positive integers, {C1, ..., CN} and {Q1, ..., QM} are closed convex subsets of H1 and H2, respectively, and A is again a linear bounded operator from H1 to H2. One of the purposes of this paper is to introduce more iterative algorithms that solve this problem in the framework of infinite-dimensional Hilbert spaces.

Print publication: Issue 6 (December 2006)
Received 25 December 2005, in final form 19 September 2006
Published 13 October 2006

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