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A database-based distributed computation architecture with Accumulo and D4M: An application of eigensolver for large sparse matrix

Yin Huang, Yelena Yesha, Shujia Zhou
2015 2015 IEEE International Conference on Big Data (Big Data)  
Our proposed architecture is proved to be lighter, easier and faster than MapReduce based approach. One example application is calculating top k eigenvalues and eigenvectors for large sparse matrix.  ...  This paper presents a novel database-based distributed computation architecture bridging the gap between Hadoop and HPC.  ...  John Dorband for training one of the authors as a system administrator to establish the Hadoop based ecosystem.  ... 
doi:10.1109/bigdata.2015.7364045 dblp:conf/bigdataconf/HuangYZ15 fatcat:qiabkjtshrdohiwzl6mnztu7se