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
Link To Document :
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