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LPG-Based Knowledge Graphs: A Survey, a Proposal and Current Trends.

Authors :
Di Pierro, Davide
Ferilli, Stefano
Redavid, Domenico
Source :
Information (2078-2489). Mar2023, Vol. 14 Issue 3, p154. 32p.
Publication Year :
2023

Abstract

A significant part of the current research in the field of Artificial Intelligence is devoted to knowledge bases. New techniques and methodologies are emerging every day for the storage, maintenance and reasoning over knowledge bases. Recently, the most common way of representing knowledge bases is by means of graph structures. More specifically, according to the Semantic Web perspective, many knowledge sources are in the form of a graph adopting the Resource Description Framework model. At the same time, graphs have also started to gain momentum as a model for databases. Graph DBMSs, such as Neo4j, adopt the Labeled Property Graph model. Many works tried to merge these two perspectives. In this paper, we will overview different proposals aimed at combining these two aspects, especially focusing on possibility for them to add reasoning capabilities. In doing this, we will show current trends, issues and possible solutions. In this context, we will describe our proposal and its novelties with respect to the current state of the art, highlighting its current status, potential, the methodology, and our prospect. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
20782489
Volume :
14
Issue :
3
Database :
Academic Search Index
Journal :
Information (2078-2489)
Publication Type :
Academic Journal
Accession number :
162815688
Full Text :
https://doi.org/10.3390/info14030154