Second order Chebyshev--Edgeworth and Cornish--Fisher expansions for distributions of statistics constructed from samples with random sizes
Zapiski Nauchnykh Seminarov POMI, Probability and statistics. Part 26, Tome 466 (2017), pp. 167-207
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In practice, we often encounter situations where a sample size is not defined in advance and can be a random value. In the present paper second order Chebyshev–Edgeworth and Cornish–Fisher expansions based of Student's $t$- and Laplace distributions and their quantiles are derived for samples with random size of a special kind, using general transfer theorem, which allows to construct asymptotic expansions for distributions of randomly normalized statistics from the distributions of the considered non-randomly normalized statistics and of the random size of the underlying sample. Recently, interest in Cornish–Fisher expansions has increased because of study in risk management. Widespread risk measure Value at Risk (VaR) substantially depends on the quantiles of the loss function, which is connected with description of investment portfolio of financial instruments.
@article{ZNSL_2017_466_a12,
author = {G. Christoph and M. M. Monakhov and V. V. Ulyanov},
title = {Second order {Chebyshev--Edgeworth} and {Cornish--Fisher} expansions for distributions of statistics constructed from samples with random sizes},
journal = {Zapiski Nauchnykh Seminarov POMI},
pages = {167--207},
publisher = {mathdoc},
volume = {466},
year = {2017},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/ZNSL_2017_466_a12/}
}
TY - JOUR AU - G. Christoph AU - M. M. Monakhov AU - V. V. Ulyanov TI - Second order Chebyshev--Edgeworth and Cornish--Fisher expansions for distributions of statistics constructed from samples with random sizes JO - Zapiski Nauchnykh Seminarov POMI PY - 2017 SP - 167 EP - 207 VL - 466 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/ZNSL_2017_466_a12/ LA - ru ID - ZNSL_2017_466_a12 ER -
%0 Journal Article %A G. Christoph %A M. M. Monakhov %A V. V. Ulyanov %T Second order Chebyshev--Edgeworth and Cornish--Fisher expansions for distributions of statistics constructed from samples with random sizes %J Zapiski Nauchnykh Seminarov POMI %D 2017 %P 167-207 %V 466 %I mathdoc %U http://geodesic.mathdoc.fr/item/ZNSL_2017_466_a12/ %G ru %F ZNSL_2017_466_a12
G. Christoph; M. M. Monakhov; V. V. Ulyanov. Second order Chebyshev--Edgeworth and Cornish--Fisher expansions for distributions of statistics constructed from samples with random sizes. Zapiski Nauchnykh Seminarov POMI, Probability and statistics. Part 26, Tome 466 (2017), pp. 167-207. http://geodesic.mathdoc.fr/item/ZNSL_2017_466_a12/