Query Processing on Probabilistic Data: A Survey (Foundations and Trends in Databases) - Softcover

Van Den Broeck, Guy; Suciu, Dan

 
9781680833140: Query Processing on Probabilistic Data: A Survey (Foundations and Trends in Databases)
Softcover
ISBN 10: 1680833146 ISBN 13: 9781680833140
Verlag: now publishers Inc, 2017

Inhaltsangabe

Probabilistic data is motivated by the need to model uncertainty in large databases. Over the last twenty years or so, both the Database community and the Al community have studied various aspects of probabilistic relational data. Query Processing on Probabilistic Data: A Survey presents the main approaches developed in the literature, reconciling concepts developed in parallel by the two research communities. It starts with an extensive discussion of the main probabilistic data models and their relationships, followed by a brief overview of model counting and its relationship to probabilistic data. The monograph proceeds to discuss lifted probabilistic inference, a suite of techniques developed in parallel by the Database and Al communities for probabilistic query evaluation. It then provides a summary of query compilation, presenting some theoretical results highlighting limitations of various query evaluation techniques on probabilistic data. It ends with a brief discussion of some popular probabilistic data sets, systems, and applications that build on this technology.

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Verlag
now publishers Inc
Erscheinungsdatum
2017
Sprache
Englisch
ISBN 10 
1680833146
ISBN 13 
9781680833140
Einband
Taschenbuch
Anzahl der Seiten
158
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
preigu
mail@preigu.de

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