Unfortunately, you cannot start your game over again from the beginning on the same device.
However, you can install the game on a different device to play from the beginning.

IMPORTANT! If your current game is connected to Game Center or Google Play then if you connect the new game to the same accounts it will synchronize your progress between the two devices.