March 1st, 2006, 7:05 am
i have been working with using maximum likelihood to estimatethe parameters of the unobserved asset process for structural risk models (no problem wit this). as part of this, i would also like to investigate the asymptotic distributions of point estimates such as asset price and credit spread which use these estimators. To do this, I attempt to follow the process outlined in (1) fordetermining the asymptotic distirbutions, i need the derivatives ofthe functions with respect to the estimators.Given a log-normal asset proess, S(t) = S(0)*exp((mu - sig^2/2)*t + sig*W(t))I need to determine d[S(t)]/d[sig], but I am stuck here. I don'tknow how to differentiate this.This is probably a basic question in a not-so basic application,but stuck is stuck.thanks in advance,--dan(1) Duan, J.C., 1994, Maximum Likelihood Estimation Using Price Data of the Derivative Contract, Mathematical Finance 4, 155-167.