This book constitutes revised papers from the 12th International Conference on Large-Scale Scientific Computing, LSSC 2019, held in Sozopol, Bulgaria, in June 2019. fractional diffusion problems: numerical methods, algorithms and applications; monte carlo algorithms: innovative applications in conjunctions with other methods;