This book constitutes revised selected papers from the 13th International Conference on Large-Scale Scientific Computing, LSSC 23021, which was held in Sozopol, Bulgaria, during June 7-11, 2021. The papers were organized in topical sections as follows: Fractional diffusion problems: numerical methods, algorithms and applications;