Created by Knut M. Synstadfrom the Noun Project

Supermartingale

Definition (Supermartingale)

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

  1. Integrable: Xn∈L1(Ω,F,P), ∀n∈NX_{n}\in\mathscr{L}^{1(\Omega,\mathcal{F},P),}\ \forall n\in\mathbb{N}
  2. Adapted: (Xn)n∈N is (Fn)n∈N-adapted(X_{n})_{n\in\mathbb{N}}\text{ is }(\mathcal{F}_{n})_{n\in\mathbb{N}}\text{-adapted}
  3. Ville’s Criterion: ∀m≤n:Xm≥E[Xn∣Fm] a.s.\forall m\le n:X_{m}\ge E[X_{n}|\mathcal{F}_{m}]\text{ a.s.}or Xn=E[Xn+1∣Fn] a.s.X_{n}=E[X_{n+1}|\mathcal{F}_{n}]\text{ a.s.}

Definition (Submartingale)

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

  1. Integrable: Xn∈L1(Ω,F,P), ∀n∈NX_{n}\in\mathscr{L}^{1(\Omega,\mathcal{F},P),}\ \forall n\in\mathbb{N}
  2. Adapted: (Xn)n∈N is (Fn)n∈N-adapted(X_{n})_{n\in\mathbb{N}}\text{ is }(\mathcal{F}_{n})_{n\in\mathbb{N}}\text{-adapted}
  3. Ville’s Criterion: ∀m≤n:Xm≤E[Xn∣Fm] a.s.\forall m\le n:X_{m}\le E[X_{n}|\mathcal{F}_{m}]\text{ a.s.}or Xn≤E[Xn+1∣Fn] a.s.X_{n}\le E[X_{n+1}|\mathcal{F}_{n}]\text{ a.s.}

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