RDF graph summarization: principles, techniques and applications (tutorial) - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year : 2019

RDF graph summarization: principles, techniques and applications (tutorial)

Abstract

The explosion in the amount of the RDF on the Web has lead to the need to explore, query and understand such data sources. The task is challenging due to the complex and heterogeneous structure of RDF graphs which, unlike relational databases, do not come with a structure-dictating schema. Summarization has been applied to RDF data to facilitate these tasks. Its purpose is to extract concise and meaningful information from RDF knowledge bases, representing their content as faithfully as possible. There is no single concept of RDF summary, and not a single but many approaches to build such summaries; the summarization goal, and the main computational tools employed for summarizing graphs, are the main factors behind this diversity. This tutorial presents a structured analysis and comparison existing works in the area of RDF summarization; it is based upon a recent survey which we co-authored with colleagues [3]. We present the concepts at the core of each approach, outline their main technical aspects and implementation. We conclude by identifying the most pertinent summarization method for different usage scenarios, and discussing areas where future effort is needed.
Fichier principal
Vignette du fichier
KondylakisKotzinosManolescu.pdf (414.41 Ko) Télécharger le fichier
EDBT_2019.pdf (5.03 Mo) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-02081474 , version 1 (27-03-2019)

Identifiers

  • HAL Id : hal-02081474 , version 1

Cite

Haridimos Kondylakis, Dimitris Kotzinos, Ioana Manolescu. RDF graph summarization: principles, techniques and applications (tutorial). EDBT/ICDT 2019 - 22nd International Conference on Extending Database Technology - Joint Conference, Mar 2019, Lisbonne, Portugal. ⟨hal-02081474⟩
333 View
1150 Download

Share

Gmail Facebook X LinkedIn More