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Robust estimation of a reception region from location fingerprints

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Details

Original languageEnglish
Title of host publication2011 International Conference on Localization and GNSS ICL-GNSS June 29-30, 2011 Tampere, Finland
Place of PublicationPiscataway, NJ
PublisherIEEE
Pages31-35
ISBN (Print)978-1-4577-0186-3
DOIs
Publication statusPublished - 2011
Publication typeA4 Article in a conference publication

Publication series

NameInternational Conference on Localization and GNSS ICL-GNSS
PublisherIEEE

Abstract

A method for fitting an ellipse-shaped reception region to a set of location-stamped radio signal reception reports, or location fingerprints, is presented. Reports are modelled as having a multivariate Student distribution. The method is less sensitive to outliers than existing smallest-enclosing ellipse and Normal-distribution based methods. A Gibbs sampling algorithm and an Expectation-Maximisation algorithm to compute ellipse parameters are presented.

Publication forum classification

Field of science, Statistics Finland

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