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I am looking at a lecture on POMDP, and the context is that, when the quadcopter can't see the landmarks, it has to use reckoning. And then he mentions the transition model is not deterministic, hence the uncertainty grows.

Can transition models in MDP be deterministic?

nbro
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gfdsal
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2 Answers2

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Yes, in which case, it will be more like a search problem, if it is not POMDP and have finite number of states. Or you can use the same framework (used for POMDP) with constrained (deterministic) transition matrix modeling for model-based systems.

If you think about it after you train any model/agent with an MDP modeling, during test time the optimal strategy is generally deterministic, i.e., given a feature/state you will take a particular action even if it has more than one non-zero element in each row of the transition matrix.

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Yes , a transition model shows that our environment is stochastic in nature, and with that model we know the probability of entering a state when an action is taken.

Chukwudi
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