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The general methods which are powerful for the necessity of boundedcommutators are given. As applications, some necessary conditions for boundedcommutators are first obtained in certain endpoint cases, and several newcharacterizations of $BMO$ space, Lipschitz spaces and their weighted versionsvia boundedness of commutators in various function spaces are deduced.

The unified theory for the necessity of bounded commutators and applications