Foundations of Probabilistic Logic Programming : Languages, Semantics, Inference and Learning

Language: English

Published by River Publishers, 2018

8770220182 / 9788770220187

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Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

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nach der Bestellung gedruckt Neuware - Printed after ordering - Probabilistic Logic Programming extends Logic Programming by enabling the representation of uncertain information by means of probability theory. Probabilistic Logic Programming is at the intersection of two wider research fields: the integration of logic and probability and Probabilistic Programming.Logic enables the representation of complex relations among entities while probability theory is useful for model uncertainty over attributes and relations. Combining the two is a very active field of study.Probabilistic Programming extends programming languages with probabilistic primitives that can be used to write complex probabilistic models. Algorithms for the inference and learning tasks are then provided automatically by the system.Probabilistic Logic programming is at the same time a logic language, with its knowledge representation capabilities, and a Turing complete language, with its computation capabilities, thus providing the best of both worlds.Since its birth, the field of Probabilistic Logic Programming has seen a steady increase of activity, with many proposals for languages and algorithms for inference and learning. Foundations of Probabilistic Logic Programming aims at providing an overview of the field with a special emphasis on languages under the Distribution Semantics, one of the most influential approaches. The book presents the main ideas for semantics, inference, and learning and highlights connections between the methods.Many examples of the book include a link to a page of the web application cplint.eu where the code can be run online.…

Seller Inventory # 9788770220187

Title
Foundations of Probabilistic Logic Programming : Languages, Semantics, Inference and Learning
Author
Fabrizio Riguzzi
Publisher
River Publishers
Publication year
2018
Condition
Neu
Binding
Buch
Language
English
ISBN 10
8770220182
ISBN 13
9788770220187
Item weight
796 grams
Dimensions
240x161x27 mm

AHA-BUCH GmbH

Einbeck, Germany

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