Created by Knut M. Synstadfrom the Noun Project

Supermartingale

Definition (Supermartingale)

Let (Xn)nN(X_{n})_{n\in\mathbb{N}} be a Stochastic Process on (Ω,F,P)(\Omega,\mathcal{F},P) and let (Fn)nN(\mathcal{F}_{n})_{n\in\mathbb{N}} be a filtration on (Ω,F,P)(\Omega,\mathcal{F},P). (Xn)nN(X_{n})_{n\in\mathbb{N}} is called a Fn\mathcal{F}_{n}-Martingale if

  1. Integrable: XnL1(Ω,F,P), nNX_{n}\in\mathscr{L}^{1(\Omega,\mathcal{F},P),}\ \forall n\in\mathbb{N}
  2. Adapted: (Xn)nN is (Fn)nN-adapted(X_{n})_{n\in\mathbb{N}}\text{ is }(\mathcal{F}_{n})_{n\in\mathbb{N}}\text{-adapted}
  3. Ville’s Criterion: mn:XmE[XnFm] a.s.\forall m\le n:X_{m}\ge E[X_{n}|\mathcal{F}_{m}]\text{ a.s.}or Xn=E[Xn+1Fn] a.s.X_{n}=E[X_{n+1}|\mathcal{F}_{n}]\text{ a.s.}

Definition (Submartingale)

Let (Xn)nN(X_{n})_{n\in\mathbb{N}} be a Stochastic Process on (Ω,F,P)(\Omega,\mathcal{F},P) and let (Fn)nN(\mathcal{F}_{n})_{n\in\mathbb{N}} be a filtration on (Ω,F,P)(\Omega,\mathcal{F},P). (Xn)nN(X_{n})_{n\in\mathbb{N}} is called a Fn\mathcal{F}_{n}-Martingale if

  1. Integrable: XnL1(Ω,F,P), nNX_{n}\in\mathscr{L}^{1(\Omega,\mathcal{F},P),}\ \forall n\in\mathbb{N}
  2. Adapted: (Xn)nN is (Fn)nN-adapted(X_{n})_{n\in\mathbb{N}}\text{ is }(\mathcal{F}_{n})_{n\in\mathbb{N}}\text{-adapted}
  3. Ville’s Criterion: mn:XmE[XnFm] a.s.\forall m\le n:X_{m}\le E[X_{n}|\mathcal{F}_{m}]\text{ a.s.}or XnE[Xn+1Fn] a.s.X_{n}\le E[X_{n+1}|\mathcal{F}_{n}]\text{ a.s.}

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