TY - JOUR
T1 - Uniform convergence of empirical characteristic functions in a complex domain with applications to option pricing
AU - Binkowski, Karol
AU - Kozek, Andrzej
PY - 2010
Y1 - 2010
N2 - In Csörgo{double acute} and Totik (1983) and Csörgo{double acute} (1985) it has been shown that in the case of independent identically distributed (iid) random variables X1, X2, ..., Xn the empirical characteristic function (ecf) over(φ{symbol}, ̂)n (u) converges uniformly, for | u | ≤ Un to the characteristic function φ{symbol} (u) of X, on increasing intervals which union covers the whole real line. We show that if suitable moments exist then the uniform convergence is also valid for u in the complex domain x = u + i ν, | u | ≤ Un, ν ∈ (a, b), where a < b depend on the cumulative distribution function F of X. This extension has an important application in Stochastic Finance in option pricing for Lévy processes. It allows us to prove the convergence of an empirical option pricing formula to the theoretical value of the option and opens a way towards option pricing based on empirical characteristic functions. Crown
AB - In Csörgo{double acute} and Totik (1983) and Csörgo{double acute} (1985) it has been shown that in the case of independent identically distributed (iid) random variables X1, X2, ..., Xn the empirical characteristic function (ecf) over(φ{symbol}, ̂)n (u) converges uniformly, for | u | ≤ Un to the characteristic function φ{symbol} (u) of X, on increasing intervals which union covers the whole real line. We show that if suitable moments exist then the uniform convergence is also valid for u in the complex domain x = u + i ν, | u | ≤ Un, ν ∈ (a, b), where a < b depend on the cumulative distribution function F of X. This extension has an important application in Stochastic Finance in option pricing for Lévy processes. It allows us to prove the convergence of an empirical option pricing formula to the theoretical value of the option and opens a way towards option pricing based on empirical characteristic functions. Crown
UR - http://www.scopus.com/inward/record.url?scp=74849140621&partnerID=8YFLogxK
U2 - 10.1016/j.spl.2009.10.017
DO - 10.1016/j.spl.2009.10.017
M3 - Article
AN - SCOPUS:74849140621
SN - 0167-7152
VL - 80
SP - 270
EP - 276
JO - Statistics and Probability Letters
JF - Statistics and Probability Letters
IS - 5-6
ER -