Abstract: A sensor based human motion detection gaming with false positive detection uses a single sensor or a combination of sensors to measure the physical motions of the player and then uses this motion as input in an interactive game. The interactive game resides on a mobile host such as a mobile phone. The system uses algorithms on the data gathered by the sensors to determine the current physical activity being performed by the player. Game play progression is then based on the physical activity being performed. The system also filters data to detect cheating patterns that may be used by a player to gain an unfair advantage in a game that uses such a system.