We propose a new modified proximal-point algorithm in the setting of CAT(1) spaces, which can be used to solve the minimization problem and the common fixed-point problem. In addition, we prove several convergence results for the proposed algorithm under certain mild conditions. Further, we provide some applications for the convex minimization problem and the fixed-point problem in the CAT(k) spaces with a bounded positive real number k. In the process, several relevant results available in the existing literature are generalized and improved.
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References
B. Martinet, “Régularisation d’inequations variationnelles par approximations successives,” Rev. Française Inform. Recher. Opérat., 4, 154–158 (1970).
R. T. Rockafellar, “Monotone operators and the proximal point algorithm,” SIAM J. Control Optim., 14, 877–898 (1976).
H. Brézis and P. Lions, “Produits infinis de résolvantes,” Israel J. Math., 29, 329–345 (1978).
O. Güler, “On the convergence of the proximal point algorithm for convex minimization,” SIAM J. Control Optim., 29, 403–419 (1991).
S. Kamimura and W. Takahashi, “Approximating solutions of maximal monotone operators in Hilbert spaces,” J. Approx. Theory, 106, No. 2, 226–240 (2000).
M. V. Solodov and B. F. Svaiter, “Forcing strong convergence of proximal point iterations in a Hilbert space,” Math. Program., 87, 189–202 (2000).
H. K. Xu, “Iterative algorithms for nonlinear operators,” J. London Math. Soc. (2), 66, 240–256 (2002).
O. A. Boikanyo and G. Morosanu, “A proximal point algorithm converging strongly for general errors,” Optim. Lett., 4, 635–641 (2010).
S. Kamimura and W. Takahashi, “Strong convergence of a proximal-type algorithm in a Banach space,” SIAM J. Optim., 13, 938–945 (2002).
F. Kohsaka and W. Takahashi, “Strong convergence of an iterative sequence for maximal monotone operators in a Banach space,” Abstr. Appl. Anal., 3, 239–249 (2004).
K. Aoyama, F. Kohsaka, and W. Takahashi, “Proximal point methods for monotone operators in banach space,” Taiwan. J. Math., 15, No. 1, 259–281 (2011).
B. Djafari Rouhani and H. Khatibzadeh, “On the proximal point algorithm,” J. Optim. Theory Appl., 137, 411–417 (2008).
F. Wang and H. Cui, “On the contraction proximal point algorithms with multi parameters,” J. Global Optim., 54, 485–491 (2012).
O. P. Ferreira and P. R. Oliveira, “Proximal point algorithm on Riemannian manifolds,” Optimization, 51, 257–270 (2002).
C. Li, G. López, and V. Martín-Márquez, “Monotone vector fields and the proximal point algorithm on Hadamard manifolds,” J. Lond. Math. Soc. (2), 79, 663–683 (2009).
E. A. Papa Quiroz and P. R. Oliveira, “Proximal point methods for quasiconvex and convex functions with Bregman distances on Hadamard manifolds,” J. Convex Anal., 16, 49–69 (2009).
J. H. Wang and G. López, “Modified proximal point algorithms on Hadamard manifolds,” Optimization, 60, 697–708 (2011).
R. Adler, J. P. Dedieu, J. Y. Margulies, M. Martens, and M. Shub, “Newton’s method on Riemannian manifolds and a geometric model for human spine,” IMA J. Numer. Anal., 22, 359–390 (2002).
S. T. Smith, “Optimization techniques on Riemannian manifolds,” in: Fields Institute Communications, vol. 3, Amer. Math. Soc., Providence, RI (1994), pp. 113–146.
C. Udriste, “Convex functions and optimization methods on Riemannian manifolds,” Math. Appl., vol. 297, Kluwer AP, Dordrecht (1994).
J. H. Wang and C. Li, “Convergence of the family of Euler–Halley type methods on Riemannian manifolds under the γ-condition,” Taiwan. J. Math., 13, 585–606 (2009).
M. Bačák, “The proximal point algorithm in metric spaces,” Israel J. Math., 194, 689–701 (2013).
I. Uddin, C. Garodia, and S. H. Khan, “A proximal point algorithm converging strongly to a minimizer of a convex function,” Jordan J. Math. Stat., 13, No. 4, 659–685 (2020).
P. Cholamjiak, A. A. N. Abdou, and Y. J. Cho, “Proximal point algorithms involving fixed points of nonexpansive mappings in CAT(0) spaces,” Fixed Point Theory Appl., 2015, 1–13 (2015).
P. Cholamjiak, “The modified proximal point algorithm in CAT(0) spaces,” Optim. Lett., 9, 1401–1410 (2015).
M. T. Heydari and S. Ranjbar, “Halpern-type proximal point algorithm in complete CAT(0) metric spaces,” An. Ştiinţ. Univ. “Ovidius” Constan¸ta Ser. Mat., 24, No. 3, 141–159 (2016).
Y. Kimura and F. Kohsaka, “Two modified proximal point algorithms for convex functions in Hadamard spaces,” Lin. Nonlin. Anal., 2, 69–86 (2016).
Y. Kimura and F. Kohsaka, “The proximal point algorithms in geodesic spaces with curvature bounded above,” Lin. Nonlin. Anal., 3, 133–148 (2017).
N. Pakkaranang, P. Kumam, P. Cholamjiak, R. Suparatulatorn, and P. Chaipunya, “Proximal point algorithms involving fixed point iteration for nonexpansive mappings in CAT(k) spaces,” Carpath, J. Math., 34, No. 2, 229–237 (2018).
N. Pakkaranang, P. Kumam, C. F. Wen, J. C. Yao, and Y. J. Cho, “On modified proximal point algorithms for solving minimization problems and fixed point problems in CAT(k) spaces,” Math. Meth. Appl. Sci., 44, No. 17, 12369–12382 (2021).
N.Wairojjana and P. Saipara, “On solving minimization problem and common fixed point problem over geodesic spaces with curvature bounded above,” Comm. Math. Appl., 11, No. 3, 443–460 (2020).
Y. Kimura, S. Saejung, and P. Yotkaew, “The Mann algorithm in a complete geodesic space with curvature bounded above,” Fixed Point Theory Appl., 213, Article ID 336 (2013).
Y. Kimura and F. Kohsaka, “Spherical nonspreadingness of resolvents of convex functions in geodesic spaces,” J. Fixed Point Theory Appl., 18, 93–115 (2016).
B. Panyanak, “On total asymptotically nonexpansive mappings in CAT(k) spaces,” J. Inequal. Appl., Article 336 (2014).
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Published in Ukrains’kyi Matematychnyi Zhurnal, Vol. 74, No. 2, pp. 168–181, February, 2023. Ukrainian DOI: https://doi.org/10.37863/umzh.v75i2.6770.
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Garodia, C., Radenovic, S. On A Proximal-Point Algorithm For Solving the Minimization Problem and Common Fixed-Point Problem in Cat(k) Spaces. Ukr Math J 75, 190–205 (2023). https://doi.org/10.1007/s11253-023-02193-8
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DOI: https://doi.org/10.1007/s11253-023-02193-8