Conceptual modeling of a document-oriented NoSQL database

被引:0
|
作者
Abdelhedi, Fatma [1 ]
Rajhi, Hela [2 ]
Zurfluh, Gilles [2 ]
机构
[1] CBI 2 TRIMANE, Puteaux La Defense, France
[2] Toulouse Capitole Univ, IRIT, Toulouse, France
关键词
NoSQL DB; Schemaless; conceptual schema; semantic links; model transformation;
D O I
10.1109/AICCSA59173.2023.10479242
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Massive databases or Big Data are generally managed by NoSQL systems. Most of these systems are schemaless, meaning that the schema is not predefined; it is provided as the database (DB) is fed. This property increases data flexibility. However, the absence of a schema is a major obstacle for expressing complex queries and for the semantic analysis of data. In our previous work [1], we proposed a process for extracting the logical schema of a document-oriented NoSQL DB; this schema allows to describe the structure of the data stored in the DB and thus facilitates query writing. But to understand the meaning of the data and its structure, a conceptual schema is the most appropriate tool, since it ignores the technical aspects linked to implementation. In this paper, we propose a process for transforming the logical schema of a DB into a UML-type conceptual schema. It shows the object classes and semantic links (association, composition and inheritance) contained in the DB. Based on Model Driven Architecture (MDA), our process relies on metamodels and a set of transformation rules to automatically produce the conceptual schema from the logical schema. We experimented our process using a medical application.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] A DICOM document-oriented approach to PACS infrastructure
    Behlen, F
    JOURNAL OF DIGITAL IMAGING, 1998, 11 (03) : 35 - 38
  • [42] The document-oriented approach to electronic patient records
    Behlen, FM
    TOWARD AN ELECTRONIC PATIENT RECORD '98 CONFERENCE AND EXPOSITION, PROCEEDINGS - VOLS 1-3, 1998, : C197 - C201
  • [43] A DICOM document-oriented approach to PACS infrastructure
    Fred Behlen
    Journal of Digital Imaging, 1998, 11 : 35 - 38
  • [44] Meta-Modelling In Document-Oriented Databases
    Okockis, Vilius
    Bukauskas, Linas
    DATABASES AND INFORMATION SYSTEMS VIII, 2014, 270 : 57 - 70
  • [45] MESSAGE INDEXING FOR DOCUMENT-ORIENTED INTEGRATION PROCESSES
    Boehm, Matthias
    Wloka, Uwe
    Habich, Dirk
    Lehner, Wolfgang
    ICEIS 2008: PROCEEDINGS OF THE TENTH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS, VOL DISI: DATABASES AND INFORMATION SYSTEMS INTEGRATION, 2008, : 137 - +
  • [46] The document-oriented approach for PACS and medical records
    Behlen, FM
    Alschuler, L
    Bidgood, WD
    MEDICAL IMAGING 1999 - PACS DESIGN AND EVALUATION: ENGINEERING AND CLINICAL ISSUES, 1999, 3662 : 29 - 36
  • [47] Document-oriented views of guideline knowledge bases
    Tu, Samson W.
    Condamoor, Shantha
    Mather, Tim
    Hall, Richard
    Jones, Neill
    Musen, Mark A.
    ARTIFICIAL INTELLIGENCE IN MEDICINE, PROCEEDINGS, 2007, 4594 : 431 - 440
  • [48] ADDS:: A document-oriented approach for application development
    Sierra, JL
    Fernández-Valmayor, A
    Fernández-Manjón, B
    Navarro, A
    JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2004, 10 (09) : 1302 - 1324
  • [49] A document-oriented approach to the development of knowledge based systems
    Sierra, JL
    Fernández-Manjón, B
    Fernández-Valmayor, A
    Navarro, A
    CURRENT TOPICS IN ARTIFICIAL INTELLIGENCE, 2004, 3040 : 16 - 25
  • [50] Document-oriented development of content-intensive applications
    Sierra, JL
    Fernández-Manjón, B
    Fernández-Valmayor, A
    Navarro, A
    INTERNATIONAL JOURNAL OF SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING, 2005, 15 (06) : 975 - 993