Conservatism Assessment of Extreme Value Theory Overbounds

Jordan Larson, Demoz Gebre-Egziabher

Research output: Contribution to journalArticlepeer-review

12 Scopus citations

Abstract

An approach using extreme value theory (EVT) to generate conservative overbounds for measurement errors is assessed. In this approach, EVT is used to construct a model for tails of an unknown distribution. Results from a Monte Carlo simulation study are presented, which show that estimated tails are not necessarily conservative. The reasons for this lack of conservatism are described and discussed. A method for addressing this lack of conservatism is proposed and evaluated.

Original languageEnglish (US)
Article number7856995
Pages (from-to)1295-1307
Number of pages13
JournalIEEE Transactions on Aerospace and Electronic Systems
Volume53
Issue number3
DOIs
StatePublished - Jun 2017

Bibliographical note

Publisher Copyright:
© 1965-2011 IEEE.

Keywords

  • Certification
  • extreme value theory (EVT)
  • ground-based augmentation system (GBAS)
  • overbounding

Fingerprint

Dive into the research topics of 'Conservatism Assessment of Extreme Value Theory Overbounds'. Together they form a unique fingerprint.

Cite this