The purpose of this article is to propose and investigate an algorithm for solving the {multiple-set split feasibility problem in infinite-dimensional Hilbert spaces}. The results presented in the paper improve and extend some recent results of Moudafi [Inverse Problem, 26 (2010), 055007], Xu [Inverse Problems, 26 (2010), 105018; 22 (2006), 2021-2034], Censor and Segal [J. Convex Anal., 16 (2009), 587-600], Censor et al. [Inverse Problems 21 (2005), 2071-2084], Masad and Reich [J. Nonlinear Convex Anal. 8 (2007), 367-371], Censor et al [J. Math. Anal. Appl., 327 (2007), 124-1256], Yang [Inverse Problem, 20 (2004), 1261-1266] and others.