• DocumentCode
    2157509
  • Title

    Random block-angular matrices for distributed data storage

  • Author

    Ferreira, Paulo J S G ; Jesus, Bruno ; Vieira, José ; Pinho, Armando J.

  • Author_Institution
    Dept. de Electron., Telecomun. e Inf., Univ. de Aveiro, Aveiro, Portugal
  • fYear
    2011
  • fDate
    22-27 May 2011
  • Firstpage
    3180
  • Lastpage
    3183
  • Abstract
    Random binary matrices have found many applications in signal processing and coding. Rateless codes, for example, are based on the random generation of code words by means of inner products between the data and random binary vectors. But the usefulness of random binary matrices is not limited to coding: they are also well suited to distributed data storage applications. In this context, random binary matrices with block-angular structure are of particular interest because they allow co operative encoding and decentralized models for coding and decoding, with a built-in degree of parallelism. Lin ear programming, LU factorization and QR factorization are some of the problems for which the coarse-grain parallelization inherent in the block-angular structure is of interest. This paper studies one of the most important characteristics of block-angular matrices, their rank. More precisely, we study the rank distribution and full rank probability of rectangular random binary matrices and block-angular matrices in GF(2).
  • Keywords
    Galois fields; cooperative communication; decoding; linear programming; matrix decomposition; probability; GF(2); LU factorization; QR factorization; block-angular structure; coarse-grain parallelization; cooperative encoding; decentralized coding model; decentralized decoding model; distributed data storage; full rank probability; linear programming; random block-angular matrices; random codeword generation; rateless codes; rectangular random binary matrices; signal processing; Approximation methods; Decoding; Encoding; Memory; Multicore processing; Servers; Sparse matrices; Random matrices; block-angular matrices; full rank probability; random inner products; rank; rank distribution;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
  • Conference_Location
    Prague
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4577-0538-0
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2011.5946697
  • Filename
    5946697