In his 1998 retrospective, Imre Csiszár describes the method of types as a 1970s refinement of the typical set approach, with older counting ingredients. He credits his research group with turning those ingredients into a general tool, while explicitly declining to give a complete discovery history.[ref] The useful shift is from an approximately typical collection to exact frequency classes: the latter retain enough structure to study how fast error probabilities decay.

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