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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