Abstract
The purpose of this article is to propose and investigate an algorithm for solving the multiple-set split feasibility problems for total asymptotically strict pseu-docontractions mappings in infinite-dimensional Hilbert spaces. The results presented in this article improve and extend some recent results of A. Moudafi, H. K. Xu, Y. Censor, A. Segal, T. Elfving, N. Kopf, T. Bortfeld, X. A. Motova, Q. Yang, A. Gibali, S. Reich and others.
2000 AMS Subject Classification: 47J05; 47H09; 49J25.
Keywords:
multiple-set split feasibility problem; split feasibility problem; demi-closeness; Opial condition; total asymptotically strict pseudocontraction1. Introduction and preliminaries
Throughout this article, we always assume that H1, H2 are real Hilbert spaces, "→", "⇀" are denoted by strong and weak convergence, respectively, and F(T) is the fixed point set of a mapping T.
Let G be a nonempty closed convex subset of H1 and T : G → G a mapping.
T is said to be a contraction if there exists a constant α ∈ (0,1) such that
Banach contraction principle guarantees that every contractive mapping defined on complete metric spaces has a unique fixed point.
T is said to be a weak contraction if
where ψ : [0, ∞) → [0, ∞) is a continuous and nondecreasing function such that ψ is positive on (0, ∞), ψ(0) = 0, and limt→∞ ψ(t) = ∞. We remark that the class of weak contractions was introduced by Alber and Guerre-Delabriere [1]. In 2001, Rhoades [2] showed that every weak contraction defined on complete metric spaces has a unique fixed point.
T is said to be nonexpansive if
T is said to be asymptotically nonexpansive if there exists a sequence {kn} ⊂ [1, ∞) with kn → 1 as n → ∞ such that
The class of asymptotically nonexpansive mappings was introduced by Goebel and Kirk [3] as a generalization of the class of nonexpansive mappings. They proved that if G is a nonempty closed convex bounded subset of a real uniformly convex Banach space and T is an asymptotically nonexpansive mapping on G, then T has a fixed point.
T is said to be total asymptotically nonexpansive if
where ϕ : [0, ∞) → [0, ∞) is a continuous and strictly increasing function with ϕ(0) = 0, and {μn} and {ξn} are nonnegative real sequences such that μn → 0 and ξn → 0 as n → ∞. The class of mapping was introduced by Alber et al. [4]. From the definition, we see that the class of total asymptotically nonexpansive mappings includes the class of asymptotically nonexpansive mappings as special cases, see [5,6] for more details.
T is said to be strictly pseudocontractive if there exists a constant κ ∈ [0, 1) such that
The class of strict pseudocontractions was introduced by Browder and Petryshyn [7] in a real Hilbert space. In 2007, Marino and Xu [8] obtained a weak convergence theorem for the class of strictly pseudocontractive mappings, see [8] for more details.
T is said to be an asymptotically strict pseudocontraction if there exist a constant κ ∈ [0, 1) and a sequence {kn} ⊂ [1, ∞) with kn → 1 as n → ∞ such that
The class of asymptotically strict pseudocontractions was introduced by Qihou [9] in 1996. Kim and Xu [10] proved that the class of asymptotically strict pseudocontractions is demiclosed at the origin and also obtained a weak convergence theorem for the class of mappings; see [10] for more details.
In this article, we introduce the following mapping.
Definition 1.1 Let H be a real Hilbert space, and G be a nonempty closed convex subset of H. A mapping T : G → G is said to be (κ, {μn}, {ξn}, ϕ)-total asymptotically strict pseudocontractive, if there exists a constant κ ∈ [0, 1) and sequences {μn} ⊂ [0, ∞), {ξn} ⊂ [0, ∞) with μn → 0 and ξn → 0 as n → ∞, and a continuous and strictly increasing function ϕ : [0, ∞) → [0, ∞) with ϕ(0) = 0 such that
Now, we give an example of total asymptotically strict pseudocontractive mapping.
Let C be a unit ball in a real Hilbert space l2 and let T : C → C be a mapping defined by
where {ai} is a sequence in (0, 1) such that
.
It is proven in Goebal and Kirk [3] that
Letting
and {ξn} be a nonnegative real sequence with ξn → 0, then
, we have
Remark 1.2 If ϕ(λ) = λ2 and ξn = 0, then total asymptotically strict pseudocontractive mapping is asymptotically strict pseudocontraction mapping.
It is easy to see the following proposition holds.
Proposition 1.3 Let T : G → G be a (κ, {μn}, {ξn}, ϕ)-total asymptotically strict pseudocontractive mapping. If
, then for each q ∈ F(T) and for each x ∈ G, the following inequalities hold and are equivalent:
The split feasibility problem (SFP) in finite-dimensional spaces was first introduced by Censor and Elfving [11] for modeling inverse problems which arise from phase retrievals and in medical image reconstruction [12]. Recently, it has been found that the SFP can also be used in various disciplines such as image restoration, computer tomograph, and radiation therapy treatment planning [13-15].
The SFP in an infinite-dimensional Hilbert space can be found in [12,14,16-18].
The purpose of this article is to introduce and study the following multiple-set SFP(MSSFP) for total asymptotically strict pseudocontraction in the framework of infinite-dimensional Hilbert spaces:
where A : H1 → H2 is a bounded linear operator, Si : H1 → H1 and Ti : H2 → H2, i = 1, 2, ..., N are mappings,
and
. In the sequel, we use Γ to denote the set of solutions of (MSSFP)--(1.12), i.e.,
To prove our main results, we first recall some definitions, notations, and conclusions.
Let E be a Banach space. A mapping T : E → E is said to be demi-closed at origin, if for any sequence {xn} ⊂ E with xn ⇀ x* and ||(I - T)xn|| → 0, then x* = Tx*.
A Banach space E is said to have the Opial property, if for any sequence {xn} with xn ⇀ x*, then
Remark 1.4 It is well known that each Hilbert space possesses the Opial property.
Definition 1.5 Let H bea real Hilbert space.
(1) A mapping T : H → H is said to be uniformly L-Lipschitzian, if there exists a constant L > 0, such that
(2) A mapping T : H → H is said to be semi-compact, if for any bounded sequence {xn} ⊂ H with limn→∞ ||xn - Txn|| = 0, then there exists a subsequence
such that
converges strongly to some point x* ∈ H.
Lemma 1.6 [10] Let H be a real Hilbert space. If {xn} is a sequence in H weakly convergent to z, then
Proposition 1.7 Assume that G is a closed convex subset of a real Hilbert space H and let T : G → G be a (κ, {μn}, {ξn}, ϕ)-total asymptotically strict pseudocon-traction mapping and uniformly L-Lipschitzian. Then the demiclosedness principle holds for I - T in the sense that if {xn} is a sequence in G such that xn ⇀ x*, and lim supm→∞ lim supn→∞ ||xn - Tmxn|| = 0 then (I - T)x* = 0. In particular, xn ⇀ x*, and (I - T)xn → 0 ⇒ (I - T)x* = 0, i.e., T is demiclosed at origin.
Proof Since {xn} is bounded, we can define a function f on H by
By Lemma 1.6, the weak convergence xn ⇀ x* implies that
In particular, for each m ≥ 1,
On the other hand, since T is a (κ, {μn}, {ξn})-total asymptotically strict pseudo-contraction mapping, by (1.8), we get
Taking lim supm→∞ on both sides and observing the facts that limm→∞ μm = 0, limm→∞ ξm = 0 and lim supm→∞ lim supn→∞ ||xn - Tmxn|| = 0, we derive that
Since lim supm→∞ f(Tmx*) = f(x*)+lim supm→∞ ||Tmx* - x*||2, and f(x*) = lim supn→∞ ||xn - x*||2, it follows from (1.15) that lim supm→∞ ||x* - Tmx*||2 = 0. That is, Tmx* → x*; hence Tx* = x*.
Lemma 1.8 [19] Let {an}, {bn} and {δn} be sequences of nonnegative real numbers satisfying
2. Multiple-set split feasibility problem
For solving the multiple-set split feasibility problem (1.12), let us assume that the following conditions are satisfied:
1. H1 and H2 are two real Hilbert spaces, A : H1 → H2 is a bounded linear operator;
2. Let G,
be a nonempty closed convex subset of H1 and H2 respectively, Si : G → G, i = 1, 2,...,N, is a uniformly Li-Lipschitzian and (βi, {μi,n}, {ξi,n}, ϕi)-total asymptotically strictly pseudocontractive mapping and
, is a uniformly
-Lipschitzian and
-total asymptotically strictly pseudocontractive mapping which satisfy the following
conditions:
We are now in a position to give the following result:
Theorem 2.1 Let
and ϕ be the same as above. In addition, there exist positive constants M and M* such that ϕ(λ) ≤ M*λ2 for all λ ≥ M. Let {xn} be the sequence generated by:
where
is a sequence in [0, 1] and γ > 0 is a constant satisfying the following conditions:
(vi)
and
, where δ ∈ (0, 1 - β) is a positive constant.
(I) If
(where Γ is the set of solutions to (MSSFP)--(1.12)), then {xn} converges weakly to a point x* ∈ Γ.
(II) In addition, if there exists a positive integer j such that Sj is semi-compact, then {xn} and {un} both converge strongly to x* ∈ Γ.
The proof of conclusion (I)
(1) First we prove that for each p ∈ Γ, the following limits exist
In fact, since ϕ is an increasing function, it results that ϕ(λ) ≤ ϕ(M), if λ ≤ M and ϕ(λ) ≤ M*λ2, if λ ≥ M. In either case, we can obtain that
Since p ∈ Γ, then
and
. From (2.1) and (1.10) we have
On the other hand, since
and
It follows from (1.11) we have
Substituting (2.6) and (2.7) into (2.5) and simplifying it, we have
Substituting (2.8) into (2.4) and after simplifying we have
where
By condition (vi) we have
By condition (iv),
and
. Hence, from Lemma 1.8 we know that the following limit exists
Consequently, from (2.9) and (2.10) we have that
This together with the condition (vi) implies that
and
It follows from (2.5), (2.10) and (2.12) that the limit ||un - p|| exists.
The conclusion (1) is proved.
(2) Next we prove that
In fact, it follows from (2.1) that
In view of (2.11) and (2.12) we have that
Similarly, it follows from (2.1), (2.12), and (2.14) that
The conclusion (2.13) is proved.
(3) Next we prove that for each j = 1, 2,..., N - 1,
In fact, from (2.11) we have
Since Sj is uniformly Lj-Lipschitzian continuous, it follows from (2.13) and (2.17) that
Similarly, for each j = 1, 2,..., N - 1, from (2.13) we have
Since Tj is uniformly
-Lipschitzian continuous, by the same way as above, from (2.13) and (2.18), we can
also prove that
(4) Finally we prove that xn ⇀ x* and un ⇀ x* which is a solution of (MSSFP)--(1.12).
Since {un} is bounded. There exists a subsequence
such that
(some point in H1). Hence, for any positive integer j = 1, 2,..., N, there exists a subsequence {ni(j)} ⊂ {ni} with ni(j)(modN) = j such that
. Again from (2.16) we have
Since Sj is demiclosed at zero (see Proposition 1.7), it gets that x* ∈ F(Sj). By the arbitrariness of j = 1, 2,..., N, we have
.
Moreover, from (2.1) and (2.12) we have
Since A is a linear bounded operator, it gets
. For any positive integer k = 1, 2,..., N, there exists a subsequence {ni(k)} ⊂ {ni} with ni(k)(modN) = k such that
. In view of (2.16) we have
Since Tk is demiclosed at zero, we have Ax* ∈ F(Tk). By the arbitrariness of k = 1, 2,..., N, it yields
. This together with x* ∈ C shows that x* ∈ Γ, i.e., x* is a solution to the (MSSFP)--(1.12).
Now we prove that xn ⇀ x* and un ⇀ x*.
In fact, if there exists another subsequence
such that
with y* ≠ x*. Consequently, by virtue of (2.2) and the Opial property of Hilbert space, we have
This is a contradiction. Therefore, un ⇀ x*. By using (2.1) and (2.12), we have
The proof of conclusion (II).
Without loss of generality, we can assume that S1 is semi-compact. It follows from (2.20) that
Therefore, there exists a subsequence of
(for the sake of convenience we still denote it by
such that
(some point in H1). Since
. This implies that x* = u*, and so
. By virtue of (2.2) we know that limn→∞ ||un - x*|| = 0 and limn→∞ ||xn - x*|| = 0, i.e., {un} and {xn} both converge strongly to x* ∈ Γ.
This completes the proof of Theorem 2.1.
Remark 2.2 Since the class of total asymptotically strict pseudocontractive mappings includes the class of asymptotically strict pseudocontractions mappings and the class of strict pseudocontractions mappings as special cases, Theorem 2.1 improves and extend the corresponding results of Censor et al. [14,15], Yang [17], Moudafi [20], Xu [21], Censor and Segal [22], Censor et al. [23] and others.
Competing interests
The authors declare that they have no competing interests.
Authors' contributions
All authors have read and approved the final manuscript.
Acknowledgements
The authors would like to thank the referees for useful comments and suggestions. This study was supported by the Natural Science Foundation of Sichuan Province (No. 08ZA008).
References
-
Alber, YaI, Guerre-Delabriere, S: On the projection methods for fixed point problems. Analysis. 21, 17–39 (2001)
-
Rhoades, BE: Some theorems on weakly contractive maps. Nonlinear Anal: Theory Methods Appl. 47, 2683–2693 (2001). Publisher Full Text
-
Goebel, K, Kirk, WA: A fixed point theorem for asymptotically nonexpansive mappings. Proc Am Math Soc. 35, 171–174 (1972). Publisher Full Text
-
Alber, YaI, Chidume, CE, Zegeye, H: Approximating fixed points of total asymptotically nonex-pansive mappings. Fixed Point Theory Appl. 10673, 20 (2006)
-
Chidume, CE, Ofoedu, EU: A new iteration process for approximation of common fixed points for finite families of total asymptotically nonexpansive mappings. Int J Math Math Sci. 615107, 17 (2009)
-
Chidume, CE, Ofoedu, EU: Approximation of common fixed points for finite families of total asymptotically nonexpansive mappings. J Math Anal Appl. 333, 128–141 (2007). Publisher Full Text
-
Browder, FE, Petryshyn, WV: Construction of fixed points of nonlinear mappings in Hilbert space. J Math Anal Appl. 20, 197–228 (1967). Publisher Full Text
-
Marino, G, Xu, HK: Weak and strong convergence theorems for strict pseudo-contractions in Hilbert spaces. J Math Anal Appl. 329, 336–346 (2007). Publisher Full Text
-
Qihou, L: Convergence theorems of the sequence of iterates for asymptotically demicontractive and hemicontractive mappings. Nonlinear Anal: Theory Methods Appl. 26, 1835–1842 (1996). Publisher Full Text
-
Kim, TH, Xu, HK: Convergence of the modified Mann's iteration method for asymptotically strict pseudo-contractions. Nonlinear Anal: Theory Methods Appl. 68, 2828–2836 (2008). Publisher Full Text
-
Censor, Y, Elfving, T: A multi-projection algorithm using Bregman projections in a product space. Numer Algorithms. 8, 221–239 (1994). Publisher Full Text
-
Byrne, C: Iterative oblique projection onto convex subsets and the split feasibility problem. Inverse Problem. 18, 441–453 (2002). Publisher Full Text
-
Censor, Y, Bortfeld, T, Martin, B, Trofimov, A: A unified approach for inversion problem in intensity-modulated radiation therapy. Phys Med Biol. 51, 2353–2365 (2006). PubMed Abstract | Publisher Full Text
-
Censor, Y, Elfving, T, Kopf, N, Bortfeld, T: The multiple-sets split feasibility problem and its applications. Inverse Problem. 21, 2071–2084 (2005). Publisher Full Text
-
Censor, Y, Motova, XA, Segal, A: Pertured projections and subgradient projections for the multiple-setssplit feasibility problem. J Math Anal Appl. 327, 1244–1256 (2007). Publisher Full Text
-
Xu, HK: A variable Krasnosel'skii-Mann algorithm and the multiple-sets split feasibility problem. Inverse Problem. 22, 2021–2034 (2006). Publisher Full Text
-
Yang, Q: The relaxed CQ algorithm for solving the split feasibility problem. Inverse Problem. 20, 1261–1266 (2004). Publisher Full Text
-
Zhao, J, Yang, Q: Several solution methods for the split feasibility problem. Inverse Problem. 21, 1791–1799 (2005). Publisher Full Text
-
Aoyama, K, Kimura, W, Takahashi, W, Toyoda, M: Approximation of common fixed points of acountable family of nonexpansive mappings on a Banach space. Nonlinear Anal: Theory Methods Appl. 67(8), 2350–2360 (2007). Publisher Full Text
-
Moudafi, A: The split common fixed point problem for demi-contractive mappings. Inverse Prob-lem. 26(055007), 6 (2010)
-
Xu, HK: Iterative methods for split feasibility problem in infinite-dimensional Hilbert spaces. Inverse Problem. 26(105018), 17 (2010)
-
Censor, Y, Segal, A: The split common fixed point problem for directed operators. J Convex Anal. 16, 587–600 (2009)
-
Censor, Y, Gibali, A, Reich, S: Algorithms for the split variational inequality problem. In: Numer Algorithm (accepted)






































































