Stochastic: | Future state is not entirely dependent on current action. It is also decided by other factors like how the other players behave. |
Sequential: | All the future states depend on the current action e.g the position of other players is likely to change if the ball is kicked in a particular direction. |
Dynamic: | The position of the ball and the other players is constantly changing. |
Continuous: | Almost all decisions like speed and direction of movement, direction and force to kick the ball are continuous. |
Partially observable: | The entire playfield may not be visible. The agent also does not know about the impending actions and the thought processes of the other players. |
Multiagent: | The player needs to take into account the actions of other players including his teammates and opponents. |