The standard confidence intervals for mean and standard deviation are
computed that can be found in many textbooks, e.g. Chapter 4 in Altman et al. (2000).
References
D. Altman, D. Machin, T. Bryant, M. Gardner (eds). Statistics with Confidence:
Confidence Intervals and Statistical Guidelines, 2nd edition 2000.