• DocumentCode
    3168500
  • Title

    Dynamic distributed dimensional data model (D4M) database and computation system

  • Author

    Kepner, Jeremy ; Arcand, William ; Bergeron, William ; Bliss, Nadya ; Bond, Robert ; Byun, Chansup ; Condon, Gary ; Gregson, Kenneth ; Hubbell, Matthew ; Kurz, Jonathan ; McCabe, Andrew ; Michaleas, Peter ; Prout, Andrew ; Reuther, Albert ; Rosa, Antonio

  • Author_Institution
    MIT Lincoln Lab., Lexington, MA, USA
  • fYear
    2012
  • fDate
    25-30 March 2012
  • Firstpage
    5349
  • Lastpage
    5352
  • Abstract
    A crucial element of large web companies is their ability to collect and analyze massive amounts of data. Tuple store databases are a key enabling technology employed by many of these companies (e.g., Google Big Table and Amazon Dynamo). Tuple stores are highly scalable and run on commodity clusters, but lack interfaces to support efficient development of mathematically based analytics. D4M (Dynamic Distributed Dimensional Data Model) has been developed to provide a mathematically rich interface to tuple stores (and structured query language “SQL” databases). D4M allows linear algebra to be readily applied to databases. Using D4M, it is possible to create composable analytics with significantly less effort than using traditional approaches. This work describes the D4M technology and its application and performance.
  • Keywords
    SQL; data handling; database management systems; distributed processing; linear algebra; Amazon Dynamo; D4M database; Google Big Table; SQL databases; Web companies; commodity clusters; computation system; dynamic distributed dimensional data model database; linear algebra; structured query language; tuple stores; Arrays; Distributed databases; Linear algebra; MATLAB; Standards; associative array; database; fuzzy algebra; linear algebra; tuple store;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
  • Conference_Location
    Kyoto
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4673-0045-2
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2012.6289129
  • Filename
    6289129