 His parents were Aristides, a famous musician who originated from Athens, and Despina (née Bekou) who was a Corsican Greek and an Italian citizen.Peristeris learned to play the mandolin from a young age.Around 1914, his family moved to Constantinople where Peristeris graduated from the Italian school, managing to learn Italian and German.