David Poole

An Introduction to Lifted Probabilistic Inference

Ebook (EPUB Format)

Recent advances in the area of lifted inference, which exploits the structure inherent in relational probabilistic models.Statistical relational AI (StaRAI) studies the integration of reasoning under uncertainty with reasoning about individuals and relations. The representations used are often called relational probabilistic models. Lifted inference is about how to exploit the structure inherent in relational probabilistic models, either in the way they are expressed or by extracting structure from observations. This book covers recent significant advances in the area of lifted inference, providing a unifying introduction to this very active… Mehr

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V217: Noch nicht erschienen, August 2021

Produktdetails

Weitere Autoren: Broeck, Guy van den (Hrsg.) / Kersting, Kristin (Hrsg.) / Natarajan, Sriraam (Hrsg.)

ISBN: 978-0-262-36618-2
EAN: 9780262366182
Produktnummer: 35245684
Verlag: MIT Press
Sprache: Englisch
Erscheinungsjahr: 2021
Seitenangabe: 454 S.
Plattform: EPUB

Über den Autor

Guy Van den Broeck is Associate Professor of Computer Science at the University of California, Los Angeles. Kristian Kersting is Professor in the Computer Science Department and the Centre for Cognitive Science at Technische Universität Darmstadt. Sriraam Natarajan is Professor and the Director of the Center for Machine Learning in the Department of Computer Science at University of Texas at Dallas. David Poole is Professor in the Department of Computer Science at the University of British Columbia.