How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
Physically degraded two-receiver discrete memoryless broadcast channel
Definition
A finite physically degraded two-receiver DM broadcast channel has finite nonempty input/output alphabets and kernels and such that Receiver 1 is called the stronger receiver. This factorization fixes a joint coupling of the outputs and gives the Markov chain for every input law. No feedback is part of this definition.
Facts & Assumptions
Given: Finite nonempty alphabets and finite stochastic kernels .
Finite stochastic kernels: each row of each kernel is a probability vector.
Proof
For every , summing over gives by [F1], so the displayed joint law is a stochastic kernel.
The factorization makes the conditional law of given equal to ; hence and are conditionally independent given , which is exactly .
Depends on
Used by
Dependency tree · two levels
2 results within two dependency steps of this one, each drawn at its shortest distance from it. An arrow runs from a result to what uses it, so the chart reads left to right and ends at this result, which carries a heavier outline. Every node is a link to that result. Click elsewhere on the chart to enlarge it.
Sources
- Thomas M. Cover and Joy A. Thomas, Elements of Information Theory, 2nd ed., Chapter 15, §§15.6.1–15.6.3 (standard reference, not scraped)
- Abbas El Gamal and Young-Han Kim, Network Information Theory, Lecture Notes 5, Degraded Broadcast Channels (standard reference, not scraped)