Characteristic function

The complex-valued function t ↦ E[exp(i t X)] associated with a real-valued random variable.
Characteristic function

A characteristic function is the complex-valued φX:RC\varphi_X:\mathbb{R}\to\mathbb{C} associated to a real-valued XX, defined by

φX(t)  =  E ⁣[eitX],tR. \varphi_X(t) \;=\; \mathbb{E}\!\left[e^{itX}\right], \qquad t\in\mathbb{R}.

It is defined using and always exists (since eitX=1|e^{itX}|=1). The characteristic function determines the of XX, and it is closely related to the (when the latter exists in a neighborhood of 00).

Examples:

  • If XN(μ,σ2)X\sim \mathcal{N}(\mu,\sigma^2), then φX(t)=exp ⁣(iμt12σ2t2)\varphi_X(t)=\exp\!\bigl(i\mu t-\tfrac12\sigma^2 t^2\bigr).
  • If XBernoulli(p)X\sim \mathrm{Bernoulli}(p), then φX(t)=(1p)+peit\varphi_X(t)=(1-p)+p\,e^{it}.