This book constitutes the refereed proceedings of the 4th Russian Supercomputing Days RuSCDays
2018 held in Moscow Russia in September 2018. The 59 revised full papers and one revised
short paper presented were carefully reviewed and selected from 136 submissions. The papers are
organized in topical sections on parallel algorithms supercomputer simulation high
performance architectures tools and technologies.