An Introduction To Lifted Probabilistic Inference

An Introduction To Lifted Probabilistic Inference by Guy Van Den Broeck & David Poole


ISBN
9780262542593
Published
Binding
Paperback
Pages
454

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 field.
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