Alphabeta Math

Strong Laws of Large Numbers — Examples

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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.

1 · Prerequisites
Abstract Algebra
Combinatorics
Linear Algebra
Measure Theory
Probability
Real Analysis
Set Theory
Topology
2 · Logical flowchart

3 · Items

Example

Almost sure frequency of heads

Example

Strong law for empirical indicator averages

Example

Strong law estimator of an integrable mean

Example

Nonidentical strong law under summable normalized variances

Counterexample

Weak law does not imply strong law

Counterexample

Iid strong law fails at infinite absolute mean

Counterexample

Identical distribution without independence can defeat the mean law

Sources