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Implementation of streaming algorithms (Misra-Gries & Lossy Counting) for getting frequent items from data streams.

Python 100.00%
data-mining data-stream heavy-hitters lossy-counting misra-gries

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Heavy Hitters

implementation of streaming algorithms (Misra-Gries & Lossy Counting) for getting frequent items from data streams.

Data file should have following format:

n m τ a1 a2 a3 . . . am

where n defines the universe, m the number of items a in the stream, and τ is an absolute frequency threshold (i.e. φ = τ /m).

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