If Y~N(mu,sigma) and y=logX, with X~LN(mu,sigma),
with a*=exp{ybar+1/2*theta*sample variance of y}, where ybar=sample mean of y and a=E[X]=exp{mu+1/2*sigma^2}, theta is constant.
If theta=1, a* is consistent but biased and we can reduce the bias by choosing a different value of theta. Use a...