Yes, those conjunctions are often used after full stops. The reason that learners are discouraged from doing so is that they usually try it in inappropriate situations. Their use at the beginning of a sentence is part of style rather than structure per se-- it is a way of causing a moment of silence and a subsequent emphasis on the clause following the conjunction that would not exist if the sentences were simply compounded.
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