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Randomness is a key component of probabilistic algorithms, many combinatorial aarguments, the analysis of hashing functions, and in cryptography, among other applications.
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Hierarchy for BPP vs derandomization
It is not hard to derive a probabilistic time hierarchy if BPP = EXP, the extreme case of no derandomization.