The ground vibrations induced by high-speed train have drawn engineer's interest in recent years. The engineers need to study the vibration characteristics, which include frequency contents and vibration level, to find the vibration mitigation measures. This paper introduces the characteristics of ground vibrations induced by four high speed train systems, and reviews many approaches that have been suggested to be used for ground vibration mitigations. The effectiveness and applications of these vibration reduction methods are also discussed.