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.
Expectation factors over a finite product of mutually independent random variables
Statement
If is a finite mutually independent family of real random variables, then For , both sides equal . The converse is not asserted.
Facts & Assumptions
Given: A finite mutually independent family .
Expectation can be summed over the finite attained values of a random variable (Expectation is the sum of each attained value times its probability).
Mutual independence factors every finite joint attained-value probability (Pairwise and mutual independence of finite-valued random variables).
Finite Fubini interchanges iterated sums over finite products (Finite commutative-monoid sums are invariant under bijective reindexing, split over disjoint unions, and satisfy the finite Fubini rule).
Proof
Grouping outcomes by the joint values gives .
Independence changes the last probability to .
Finite Fubini factors the resulting sum as . For , this calculation is the empty product identity .
Depends on
Used by
Dependency tree · next 3 levels
Direct dependencies and their dependencies through the next three levels: 41 results over 15 levels. An arrow runs from a result to what uses it, and this result sits at the bottom with a heavier outline. Click the chart to enlarge it.
Sources
- J. Matousek and J. Vondrak, The Probabilistic Method, Lemma 1.1.9 (standard reference, not scraped)
- M. Bucic, Probabilistic Method, Proposition A.15 (standard reference, not scraped)