3.4 Quadratic Variation 101
n- 1
'E if'<t;)i(tj+l-tj),
i=O
which is a Riemann sum for the integral of the function (^1) /'(t)j. Therefore,
n-^1 T
FVT(/) = lim L if'(tj)i(ti+l-tj) =
r
if'(t)i dt,
IIIIII-+O i=O lo
and we have rederived (3.4.2).
3.4.2 Quadratic Variation
Definition 3.4.1. Let f(t) be a function defined forO :S t :S T. The quadratic
variation off up to .time T is
n- 1
f, f = lim �)f(tH1)-f(ti)]^2 ,
IIIIII-+Oj=O
(3.4.5)
where II= {to,tt, ... ,tn} and 0 =to< t 1 < ·· · < tn = T.
Remark :1 .4 .. 2. Suppose the function f has a continuous derivative. Then
n- 1 n- 1 n- 1
'Elf(tj+l)-f(tiW = L if'(tj)i^2 (tj+1-tj)^2 :s IIIIII· L if'(tj)i^2 (tj+1 -tj),
i=O
and thus
i=O i=O
f,f :S lim [IIIIII· I: l/'(tj)l^2 (ti+1-ti)l
IIIIII-+^0 i=O
n- 1
= lim IIIIII· lim L if'(tj)i^2 (ti+l-ti)
IIIIII-+^0 IIIIII-+^0 i=O
= lim IIIIII·
rT
l!'(t)i^2 dt = o.
IIIIII-+^0 Jo
In the last step of this argument, we use the fact that f'(t) is continuous to
ensure that f 0 T lf'(t)j^2 dt is finite. If J: lf'(t)j^2 dt is infinite, then
leads to a 0 · oo situation, which can be anything between 0 and oo. 0