Lp-quantiles are a class of generalised quantiles defined as the minimisers of an expected asymmetric power function. For p = 1 and p = 2 they correspond respectively to the quantiles and the expectiles. In this contribution we show that for the class of Student t distributions with p degrees of freedom, the Lp-quantile and the quantile coincide for any confidence level τ ∈ (0, 1). The proof involves concepts from combinatorial analysis as well as a recursive formula for the truncated moments of the Student t distribution. This work extends the contribution of Koenker (1993) that shows a similar result for the expectiles.
On the Lp-quantiles for the Student t distribution / Bernardi, Mauro; Bignozzi, Valeria; Petrella, Lea. - In: STATISTICS & PROBABILITY LETTERS. - ISSN 0167-7152. - (2017). [10.1016/j.spl.2017.04.017]
On the Lp-quantiles for the Student t distribution
Valeria Bignozzi;Lea Petrella
2017
Abstract
Lp-quantiles are a class of generalised quantiles defined as the minimisers of an expected asymmetric power function. For p = 1 and p = 2 they correspond respectively to the quantiles and the expectiles. In this contribution we show that for the class of Student t distributions with p degrees of freedom, the Lp-quantile and the quantile coincide for any confidence level τ ∈ (0, 1). The proof involves concepts from combinatorial analysis as well as a recursive formula for the truncated moments of the Student t distribution. This work extends the contribution of Koenker (1993) that shows a similar result for the expectiles.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


