Levy過程 (Levy process)

  • Levy process為一般化的隨機過程,Brownian process與Poisson (Jump) process均為Levy process的特例。

 Cadlag function

  • Cadlag: : right continuous function with left limits.

  • A function f:ERf: E \rightarrow \mathbb{R} is called a cadlag function if tE\forall t \in E
    • The left limit of function f(t)=limstf(s)f(t-) = \lim_{s \rightarrow t-}f(s) exists.
    • The right limit of function f(t+)=limst+f(s)f(t+) = \lim_{s \rightarrow t+}f(s) exists.
    • f(t+)=f(t)f(t+) = f(t).
  • Then ff is right continuous with left limits

Levy process

  • Stochastic process X(0)=0X(0) = 0 a.s.
  • (Independent increment) 0t1<t2<<tn 0 \leq t_1 < t_2 < \cdots <t_n, X(t1)X(t_1), X(t2)X(t1)X(t_2) - X(t_1), \cdots, X(tn)X(tn1)X(t_n)-X(t_{n-1}) are all mutual independent.
  • (Stationary distribution) 0S<t<0 \leq S < t < \infty, the probability distribution of X(t)X(s)X(t)-X(s) coincides with that of X(ts)X(t-s).

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