Data-centric intelligent information integration—from concepts to automation

被引:0
|
作者
Matthias Jarke
Manfred Jeusfeld
Christoph Quix
机构
[1] RWTH Aachen University,
[2] Fraunhofer FIT,undefined
[3] Schloss Birlinghoven,undefined
[4] University of Skövde,undefined
[5] School of Informatics,undefined
关键词
Metadata; Data integration; Role-based model; Model management;
D O I
暂无
中图分类号
学科分类号
摘要
Intelligent integration of information continues to challenge database research for over 35 years. While data integration processes of all kinds are now reasonably well understood and widely used in practice, the growth and heterogeneity of data requires much higher degrees of automation to limit the need for human specialist work. This requires deeper insights in data-centric approaches of Enterprise Information Integration which focus on the semantics of information integration. Recent formalizations and algorithms enable both significant improvement in schema integration, and in its automated transformation to efficient data-level integration, in a wide variety of architectural settings such as data warehouses or peer-to-peer databases. In addition to giving a short overview of developments in this field for the past 20 years, this paper focuses particularly on the challenges posed by heterogeneity in data models.
引用
收藏
页码:437 / 462
页数:25
相关论文
共 50 条
  • [31] Data-Centric Artificial Intelligence
    Jakubik, Johannes
    Voessing, Michael
    Kuehl, Niklas
    Walk, Jannis
    Satzger, Gerhard
    BUSINESS & INFORMATION SYSTEMS ENGINEERING, 2024, 66 (04) : 507 - 515
  • [32] Practical data-centric storage
    Ee, Cheng Tien
    Ratnasamy, Sylvia
    Shenker, Scott
    USENIX ASSOCIATION PROCEEDINGS OF THE 3RD SYMPOSIUM ON NETWORKED SYSTEMS DESIGN & IMPLEMENTATION (NSDI 06), 2006, : 325 - +
  • [33] An Intelligent Data-Centric Web Crawler Service for API Corpus Construction at Scale
    Assefi, Mehdi
    Bahrami, Mehdi
    Arora, Sarthak
    Taha, Thiab R.
    Arabnia, Hamid R.
    Rasheed, Khaled M.
    Chen, Wei-Peng
    2022 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES (IEEE ICWS 2022), 2022, : 385 - 390
  • [34] A data-centric artificial intelligent and extended reality technology in smart healthcare systems
    Shaikh, Tawseef Ayoub
    Dar, Tabasum Rasool
    Sofi, Shabir
    SOCIAL NETWORK ANALYSIS AND MINING, 2022, 12 (01)
  • [35] A data-centric artificial intelligent and extended reality technology in smart healthcare systems
    Tawseef Ayoub Shaikh
    Tabasum Rasool Dar
    Shabir Sofi
    Social Network Analysis and Mining, 2022, 12
  • [36] From Microprocessors to Nanostores: Rethinking Data-Centric Systems
    Ranganathan, Parthasarathy
    COMPUTER, 2011, 44 (01) : 39 - 48
  • [37] Data-Centric Interactions on the Web
    Diaz, Paloma
    Hussein, Tim
    Lohmann, Steffen
    Ziegler, Juergen
    HUMAN-COMPUTER INTERACTION - INTERACT 2011, PT IV, 2011, 6949 : 726 - 727
  • [38] Data-centric storage in sensornets
    Shenker, S
    Ratnasamy, S
    Karp, B
    Govindan, R
    Estrin, D
    ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2003, 33 (01) : 137 - 142
  • [39] Gaspar Data-Centric Framework
    Silva, Rui
    Sobral, J. L.
    HIGH PERFORMANCE COMPUTING FOR COMPUTATIONAL SCIENCE - VECPAR 2016, 2017, 10150 : 234 - 247
  • [40] A Tale of Two Information Systems: Transitioning to a Data-Centric Information System for Child Welfare
    Harrison, Teresa M.
    Canestraro, Donna
    Pardo, Theresa
    Avila-Marilla, Martha
    Soto, Nicolas
    Sutherland, Megan
    Burke, Brian
    Gasco, Mila
    PROCEEDINGS OF THE 19TH ANNUAL INTERNATIONAL CONFERENCE ON DIGITAL GOVERNMENT RESEARCH (DGO 2018): GOVERNANCE IN THE DATA AGE, 2018, : 816 - 817