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Comprehensive evaluation of decision performance

  • University of New Orleans

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

14 Scopus citations

Abstract

Decision performance metrics abound, but they all have three fundamental limitations: (a) none are unified for diverse situations including, in particular, the case with misspecified truth; (b) none are comprehensive; and (c) they all rely on perfect knowledge of the ground truth. In this paper, we present a unified metric that measures decision performance comprehensively without the need to know the ground truth. It is truly a distance metric and enjoys many nice properties.

Original languageEnglish
Title of host publicationProceedings of the 11th International Conference on Information Fusion, FUSION 2008
DOIs
StatePublished - 2008
Externally publishedYes
Event11th International Conference on Information Fusion, FUSION 2008 - Cologne, Germany
Duration: 30 Jun 2008 → 3 Jul 2008

Publication series

NameProceedings of the 11th International Conference on Information Fusion, FUSION 2008

Conference

Conference11th International Conference on Information Fusion, FUSION 2008
Country/TerritoryGermany
CityCologne
Period30/06/08 → 3/07/08

Keywords

  • Decision
  • Hypothesis testing
  • Measure
  • Metric
  • Performance evaluation

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