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.
Positive C1 compact one-dimensional compander
Definition
Let . Let be probability densities, so . Write for Cumulative coordinate of a point density on a compact interval and for the inverse established by A positive C1 point density has a C2 cumulative inverse. For each integer , define boundaries
and reproduction points
The cells are for and for . The compander quantizer maps every point in cell to . It is a finite measurable quantizer in the sense of Finite measurable squared-error quantizer and nearest-center rule, with source law of density on and squared-error distortion
Its cells are uniform in the cumulative coordinate of ; the definition does not assert that they are nearest-center cells in the original coordinate. Since the source is supported on the fixed compact interval and the cells cover it, there is no overload region in this model.
Depends on
Used by
Dependency tree · two levels
10 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
- Robert M. Gray, Source Coding Theory, first edition (standard reference, not scraped)
- Robert M. Gray and David L. Neuhoff, Quantization, IEEE Transactions on Information Theory 44(6) (1998) (standard reference, not scraped)