Sahih Bukhari Volume 2, Book 20, Hadith Number 194.

Narated By Abu Huraira : The Prophet (p.b.u.h) said, “It is not permissible for a woman who believes in Allah and the Last Day to travel for one day and night except with a Mahram.”