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issue 2026-07-02ML Math60 minarXiv 1948explainer

A Mathematical Theory of Communication

Entropy, channels, and the birth of information theory.

Entropy, channels, and the birth of information theory.

What this paper explains

Entropy, channels, and the birth of information theory.

What to notice

  • What problem the paper set out to solve, and why earlier approaches stalled there.
  • The key mechanism or formula introduced, in the authors' own terms.
  • Which results held up, and which assumptions later work relaxed.

How to read it

Read the abstract and introduction for the problem setup, then the method section for the core mechanism. Skim experiments for what actually moved.

Sources

  • Authors: Shannon (1948)