Statistical Relational Artificial Intelligence

Logic, Probability, and Computation

Nonfiction, Computers, Advanced Computing, Theory, Artificial Intelligence, General Computing
Cover of the book Statistical Relational Artificial Intelligence by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole, Morgan & Claypool Publishers
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole ISBN: 9781681731803
Publisher: Morgan & Claypool Publishers Publication: March 24, 2016
Imprint: Morgan & Claypool Publishers Language: English
Author: Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
ISBN: 9781681731803
Publisher: Morgan & Claypool Publishers
Publication: March 24, 2016
Imprint: Morgan & Claypool Publishers
Language: English

An intelligent agent interacting with the real world will encounter individual people, courses, test results, drugs prescriptions, chairs, boxes, etc., and needs to reason about properties of these individuals and relations among them as well as cope with uncertainty. Uncertainty has been studied in probability theory and graphical models, and relations have been studied in logic, in particular in the predicate calculus and its extensions. This book examines the foundations of combining logic and probability into what are called relational probabilistic models. It introduces representations, inference, and learning techniques for probability, logic, and their combinations. The book focuses on two representations in detail: Markov logic networks, a relational extension of undirected graphical models and weighted first-order predicate calculus formula, and Problog, a probabilistic extension of logic programs that can also be viewed as a Turing-complete relational extension of Bayesian networks.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

An intelligent agent interacting with the real world will encounter individual people, courses, test results, drugs prescriptions, chairs, boxes, etc., and needs to reason about properties of these individuals and relations among them as well as cope with uncertainty. Uncertainty has been studied in probability theory and graphical models, and relations have been studied in logic, in particular in the predicate calculus and its extensions. This book examines the foundations of combining logic and probability into what are called relational probabilistic models. It introduces representations, inference, and learning techniques for probability, logic, and their combinations. The book focuses on two representations in detail: Markov logic networks, a relational extension of undirected graphical models and weighted first-order predicate calculus formula, and Problog, a probabilistic extension of logic programs that can also be viewed as a Turing-complete relational extension of Bayesian networks.

More books from Morgan & Claypool Publishers

Cover of the book Essentials of Game Theory by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book The Ringed Planet by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Candidate Multilinear Maps by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Communication Networks by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Predicting Human Decision-Making by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Visual Information Retrieval using Java and LIRE by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book On the Efficient Determination of Most Near Neighbors by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Reactive Internet Programming by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Understanding Sonoluminescence by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Antimocrobial Photodynamic Inactivation and Antitumor Photodynamic Therapy with Fullerenes by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book The Handbook of Multimodal-Multisensor Interfaces, Volume 2 by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Essential Classical Mechanics for Device Physics by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book A Tour of the Subatomic Zoo by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Computation in Science by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
Cover of the book Exploring physics with computer animation and PhysGL by Kristian Kersting, Luc De Raedt, Sriraam Natarajan, David Poole
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy