Title :
LEaCRS: An Extendible Array Based Compression Scheme for High Dimensional Data Using Linearization
Author :
Islam, Md Rafiqul ; Hasan, K. M. Azharul ; Tsuji, Takao
Author_Institution :
Dept. of Comput. Sci. & Eng., Khulna Univ. of Eng. & Technol., Khulna, Bangladesh
Abstract :
Large multidimensional arrays are extensively used as the basic data structure in scientific, statistical and engineering applications. Increasing size of Data warehouses and high degree of sparsity makes demand for developing some compression schemes in order to obtain better performance. In this paper, we propose a new compression scheme namely Linearized Extendible array based Compressed Row Storage (LEaCRS) scheme for large multidimensional sparse array. The main idea of this scheme is to linearize each sub array found from the existing extendible array and then compresses the sub arrays independently using the CRS method.
Keywords :
data compression; data structures; linearisation techniques; CRS method; LEaCRS; data structure; high dimensional data; large multidimensional sparse array; linearization; linearized extendible array based compressed row storage; Arrays; Data warehouses; Databases; Educational institutions; History; Usability; Warehousing; Array linearization function; Compression Ratio; Extendible Array; MOLAP;
Conference_Titel :
Advances in Computing and Communications (ICACC), 2013 Third International Conference on
Conference_Location :
Cochin
DOI :
10.1109/ICACC.2013.66