Zur Hauptnavigation wechseln Zur Suche wechseln Zum Hauptinhalt wechseln

Why student distributions? Why matern’s covariance model? a symmetry-based explanation

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandBeitrag in Buch/SammelwerkForschungPeer-Review

Abstract

In this paper, we show that empirical successes of Student distribution and of Matern’s covariance models can be indirectly explained by a natural requirement of scale invariance – that fundamental laws should not depend on the choice of physical units. Namely, while neither the Student distributions nor Matern’s covariance models are themselves scale-invariant, they are the only one which can be obtained by applying a scale-invariant combination function to scale-invariant functions.

OriginalspracheEnglisch
Titel des SammelwerksEconometrics for Financial Applications
Herausgeber (Verlag)Springer Verlag
Seiten266-275
Seitenumfang10
DOIs
PublikationsstatusVeröffentlicht - 20 Dez. 2017

Publikationsreihe

NameStudies in Computational Intelligence
Band760
ISSN (Print)1860-949X

ASJC Scopus Sachgebiete

  • Artificial intelligence

Dieses zitieren