In view of the long-term effect of high ground stress on-1155 horizontal track roadway of a mine in Shandong Province, a yielding support scheme was proposed. The stress monitoring of bolt and cable was carried out after the support. The monitoring results showed that the stress of anchor cable was small, and the pressure pipe had no large deformation, which indicated that the support effect was good; support vector machine (SVM) was used to ensure the stability of roadway surrounding rock. The evaluation results showed that the stability of surrounding rock was good.