IDEAS home Printed from https://ideas.repec.org/h/spr/lnichp/978-3-031-57189-3_2.html
   My bibliography  Save this book chapter

A New Architecture for Data Analysis on Blockchain Without Data Replication

In: Advances in Information Systems Development

Author

Listed:
  • Miguel Rodrigues Baptista

    (Instituto Superior Técnico & INOV)

  • Miguel Mira da Silva

    (Instituto Superior Técnico & INOV)

  • Paulo Rupino da Cunha

    (CISUC, DEI)

  • Cláudia Antunes

    (Instituto Superior Técnico)

Abstract

The interest on the discovery of information hidden in large amounts of data exploded in the last decade, bringing to light the need of efficient and effective tools to access all sources and kinds of data. On the other hand, the need to secure and share valuable data led to the development of new technologies, like blockchain, that warrant data integrity and transparency. Combining both is a natural demand, but several issues become clear, such as the lack of access efficiency and the need of data replication in common solutions. Indeed, the unique existing approach is by emulating queries, mostly through Smart Contracts, and applying traditional machine learning algorithms over the resulting data, stored externally for allowing multiple accesses. In this paper, we performed a systematic literature review that provides the above conclusions. Later, we discuss a new system architecture for the analysis of data stored in a blockchain, exploring the scalability and high-performance of data access in distributed file systems and the fast and up-to-date predictions of a streaming analysis approach.

Suggested Citation

  • Miguel Rodrigues Baptista & Miguel Mira da Silva & Paulo Rupino da Cunha & Cláudia Antunes, 2024. "A New Architecture for Data Analysis on Blockchain Without Data Replication," Lecture Notes in Information Systems and Organization, in: Alberto Rodrigues da Silva & Miguel Mira da Silva & Jacinto Estima & Chris Barry & Michael Lang & He (ed.), Advances in Information Systems Development, pages 23-40, Springer.
    • Handle: RePEc:spr:lnichp:978-3-031-57189-3_2
    DOI: 10.1007/978-3-031-57189-3_2
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a search for a similarly titled item that would be available.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:lnichp:978-3-031-57189-3_2. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.