This cartoon
These are the catagoies of mentioned events.
Catagory | Reason |
Stochastic | It is impossible to keep track of all the unobserved variables. Can't predict what exactly the opponent is planning to do |
Sequential | Current decision affects the future decisions. For example, if a striker was clear and you passed him the ball ahead of him then he will have to run to get the ball |
Dynamic | While taking the decision the other agents can continuously move |
Continuous
|
Speed and direction are continuous variables |
Partially Observable | We cannot determine the other players are doing or thinking. You might think to pass a ball, and the opponent might think to cover that player. So, your actions can't be based upon his thinking |
Multi-Agent | Decisions taken by the agent depend upon other players |
Task |
Deterministic vs stochastic |
Episodic vs Sequential |
Static vs Dynamic |
Discrete vs Continous |
Fully vs Partially Observable |
Single Agent vs Multi Agent |
Playing Soccer | Stochastic | Sequential | Dynamic | Continous | Partially Observable | Multi-Agent |
Brushing Your Teeth | Deterministic | Sequential | Static | Continous | Partially Observable | Single-Agent |
Playing a Tennis Match | Stochastic | Sequential | Dynamic | Continous | Partially Observable | Multi-Agent |
Practicing tennis against a wall | Deterministic | Episodic | Dynamic | Continous | Fully Observable | Single-Agent |
Deciding what item to take at hostel lunch | Deterministic | Episodic | Static | Discrete | Fully Observable | Single-Agent |