Felsenstein is a surname. Notable people with the surname include:

Joseph Felsenstein (born 1942), phylogeneticist Felsenstein's tree pruning algorithm Lee Felsenstein (born 1945), computer engineer Walter Felsenstein (1901–1975), theater and opera director