In a Monopoly there is just one seller of a good or service for which there is no close substitute.
In an oligopoly there are two or more, but only a few firms.
In Monopolistic Competition, the products are not homogenous but are "differentiated."
We don't have a standard model for "insufficient knowledge" but, at least in some cases, that seems to work similarly to "product differentiation."

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