Huang-Lao is a portmanteau word, with Huang referring to the Yellow Emperor (黃帝) and Lao to Laozi (老子 "Old Master").
The term Huang-Lao first appears in the (109 - 91 BCE) Records of the Grand Historian, which was begun by Sima Tan and completed by his son Sima Qian.