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What are some common approaches to estimate the transition or observation probabilities, when the probabilities are not exactly known?

When realizing a POMDP model, the state model needs additional information in terms of transition and observation probabilities. Often these probabilities are not known and an equal distribution is also not given. How can we proceed?

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