Markov Logic

Markov Logic
Author :
Publisher : Springer Nature
Total Pages : 145
Release :
ISBN-10 : 9783031015496
ISBN-13 : 3031015495
Rating : 4/5 (96 Downloads)

Book Synopsis Markov Logic by : Pedro Dechter

Download or read book Markov Logic written by Pedro Dechter and published by Springer Nature. This book was released on 2022-05-31 with total page 145 pages. Available in PDF, EPUB and Kindle. Book excerpt: Most subfields of computer science have an interface layer via which applications communicate with the infrastructure, and this is key to their success (e.g., the Internet in networking, the relational model in databases, etc.). So far this interface layer has been missing in AI. First-order logic and probabilistic graphical models each have some of the necessary features, but a viable interface layer requires combining both. Markov logic is a powerful new language that accomplishes this by attaching weights to first-order formulas and treating them as templates for features of Markov random fields. Most statistical models in wide use are special cases of Markov logic, and first-order logic is its infinite-weight limit. Inference algorithms for Markov logic combine ideas from satisfiability, Markov chain Monte Carlo, belief propagation, and resolution. Learning algorithms make use of conditional likelihood, convex optimization, and inductive logic programming. Markov logic has been successfully applied to problems in information extraction and integration, natural language processing, robot mapping, social networks, computational biology, and others, and is the basis of the open-source Alchemy system. Table of Contents: Introduction / Markov Logic / Inference / Learning / Extensions / Applications / Conclusion


Markov Logic Related Books

Markov Logic
Language: en
Pages: 145
Authors: Pedro Dechter
Categories: Computers
Type: BOOK - Published: 2022-05-31 - Publisher: Springer Nature

DOWNLOAD EBOOK

Most subfields of computer science have an interface layer via which applications communicate with the infrastructure, and this is key to their success (e.g., t
Inductive Logic Programming
Language: en
Pages: 226
Authors: Katsumi Inoue
Categories: Mathematics
Type: BOOK - Published: 2016-06-25 - Publisher: Springer

DOWNLOAD EBOOK

This book constitutes the thoroughly refereed post-conference proceedings of the 25th International Conference on Inductive Logic Programming, ILP 2015, held in
ECAI 2008
Language: en
Pages: 972
Authors: European Coordinating Committee for Artificial Intelligence
Categories: Computers
Type: BOOK - Published: 2008 - Publisher: IOS Press

DOWNLOAD EBOOK

Includes subconference "Prestigious Applications of Intelligent Systems (PAIS 2008)."
Probabilistic Inductive Logic Programming
Language: en
Pages: 348
Authors: Luc De Raedt
Categories: Computers
Type: BOOK - Published: 2008-03-14 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

The question, how to combine probability and logic with learning, is getting an increased attention in several disciplines such as knowledge representation, rea
Inductive Logic Programming
Language: en
Pages: 358
Authors: Filip Železný
Categories: Computers
Type: BOOK - Published: 2008-09-05 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

This book constitutes the refereed proceedings of the 18th International Conference on Inductive Logic Programming, ILP 2008, held in Prague, Czech Republic, in