The Typed Graph Model

10/03/2021
by   Fritz Laux, et al.
0

In recent years, the Graph Model has become increasingly popular, especially in the application domain of social networks. The model has been semantically augmented with properties and labels attached to the graph elements. It is difficult to ensure data quality for the properties and the data structure because the model does not need a schema. In this paper, we propose a schema bound Typed Graph Model with properties and labels. These enhancements improve not only data quality but also the quality of graph analysis. The power of this model is provided by using hyper-nodes and hyper-edges, which allows to present a data structure on different abstraction levels. We demonstrate by example the superiority of this model over the property graph data model of Hidders and other prevalent data models, namely the relational, object-oriented, and XML model.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/05/2021

The Typed Graph Model – a Supermodel for Model Management and Data Integration

In recent years, the Graph Model has become increasingly popular, especi...
research
07/20/2021

Information Integration using the Typed Graph Model

Schema and data integration have been a challenge for more than 40 years...
research
02/08/2023

Detecting Data Type Inconsistencies in a Property Graph Database

Some property graph databases do not have a fixed schema, which can resu...
research
10/20/2018

Property Graph Type System and Data Definition Language

Property graph manages data by vertices and edges. Each vertex and edge ...
research
10/12/2021

Algebra of Data Reconciliation

With distributed computing and mobile applications becoming ever more pr...
research
11/04/2016

Learning heat diffusion graphs

Effective information analysis generally boils down to properly identify...
research
08/05/2019

FLuID: A Meta Model to Flexibly Define Schema-level Indices for the Web of Data

Schema-level indices are vital for summarizing large collections of grap...

Please sign up or login with your details

Forgot password? Click here to reset