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Wikipedia

Lévy's continuity theorem

In probability theory, Lévy’s continuity theorem, or Lévy's convergence theorem, named after the French mathematician Paul Lévy, connects convergence in distribution of the sequence of random variables with pointwise convergence of their characteristic functions. This theorem is the basis for one approach to prove the central limit theorem and is one of the major theorems concerning characteristic functions.

Statement Suppose we have

If the sequence of characteristic functions converges pointwise to some function φ {\displaystyle \varphi }

φ n ( t ) → φ ( t ) ∀ t ∈ R , {\displaystyle \varphi _{n}(t)\to \varphi (t)\quad \forall t\in \mathbb {R} ,}

then the following statements become equivalent:

Proof Rigorous proofs of this theorem are available.

References

Tags

  • Paul Lévy (mathematician)
  • Theorems in probability theory
  • Theorems in statistics