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What characterises a problem suited to a planner?

  • A.A requirement to prove a property of a system formally
  • B.A need to classify observations into known categories
  • C.Known actions with known effects and a goal to be achieved
  • D.A large data set from which behaviour must be learned

Answer: C

Planning applies where the dynamics are known and written down, and the question is which sequence of known actions reaches a stated goal. Where the dynamics must be learned, reinforcement learning applies instead, and the other options describe verification and classification. Asking whether the model exists, before choosing between planning and learning, is the question that settles which family of techniques is appropriate.

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