Title :
The Rank of Random Binary Matrices and Distributed Storage Applications
Author :
Ferreira, P.J.S.G. ; Jesus, B. ; Vieira, J. ; Pinho, Armando J.
Author_Institution :
Signal Process. Lab., Univ. de Aveiro, Aveiro, Portugal
Abstract :
Random binary matrices appear in a variety of signal processing and encoding problems. They play an important role in rateless codes and in distributed storage applications. This paper focuses on block angular matrices, a class of random rectangular binary matrices that are particularly suited to distributed storage applications. We address one of the key issues regarding binary random matrices in general, and block angular matrices in particular: the probability of obtaining a full rank matrix, when drawing uniformly at random from the set of binary matrices with compatible structure. This paper gives a closed-form expression for this probability, as well as some bounds and approximations.
Keywords :
binary codes; matrix algebra; probability; random codes; signal processing; approximations; block angular matrices; closed-form expression; distributed storage applications; encoding problems; full rank matrix; probability; random rectangular binary matrices; rateless codes; signal processing; Decoding; Equations; Servers; Signal processing algorithms; Sparse matrices; Upper bound; Vectors; Random matrix; block angular matrix; distributed storage; fountain codes;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2012.120612.122169