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Query algebra operations for interval probabilities

Producción científica: Articlerevisión exhaustiva

4 Citas (Scopus)

Resumen

The groundswell for the '00s is imprecise probabilities. Whether the numbers represent the probable location of a GPS device at its next sounding, the inherent uncertainty of an individual expert's probability prediction, or the range of values derived from the fusion of sensor data, probability intervals became an important way of representing uncertainty. However, until recently, there has been no robust support for storage and management of imprecise probabilities. In this paper, we define the semantics of traditional query algebra operations of selection, projection, Cartesian product and join, as well as an operation of conditionalization, specific to probabilistic databases. We provide efficient methods for computing the results of these operations and show how they conform to probability theory.

Idioma originalEnglish
Páginas (desde-hasta)527-536
Número de páginas10
PublicaciónLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen2736
DOI
EstadoPublished - 2003

ASJC Scopus subject areas

  • Theoretical Computer Science
  • General Computer Science

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