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Everything about Universal code (data compression)

Type of prefix code

In data compression, a universal code for integers is a prefix code that maps the positive integers onto binary codewords, with the additional property that whatever the true probability distribution on integers, as long as the distribution is monotonic (i.e., p(i) ≥ p(i + 1) for all positive i), the expected lengths of the codewords are within a constant factor of the expected lengths that the optimal code for that probability distribution would have assigned. A universal code is asymptotically optimal if the ratio between actual and optimal expected lengths is bounded by a function of the information entropy of the code that, in addition to being bounded, approaches 1 as entropy approaches infinity. Wikipedia →

đź§­ Start here: a 6-step reading path

  1. Read the overview: Universal code (data compression)A 5-minute orientation
  2. Pick up a classic book: Coding theoryThe most-reprinted book on the subject
  3. Read the landmark paper: Structured grammar-based codes for universal lossless data compressionCited 11 times
  4. Go sideways: Golomb codingA closely related topic
  5. Go sideways: Huffman codingA closely related topic

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