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FatMan vs. LittleBoy: Scaling Up Linear Algebraic Operations in Scale-Out Data Platforms

Luna Xu, Seung-Hwan Lim, Ali R. Butt, Sreenivas R. Sukumar, Ramakrishnan Kannan
2016 2016 1st Joint International Workshop on Parallel Data Storage and data Intensive Scalable Computing Systems (PDSW-DISCS)  
To this end, we present a matrix manipulation approach to effectively scale-up each node in a scale-out data parallel platform such as Apache Spark.  ...  Scaling up as well as scaling out such algorithms are highly desirable to enable efficient processing over millions of data points.  ...  CONCLUSION This paper shows an approach of applying scale-up accelerations for linear algebraic operations in scale-out data processing platforms.  ... 
doi:10.1109/pdsw-discs.2016.009 dblp:conf/sc/XuLBSK16 fatcat:plymhobtqrhgxjolf3tsrhbuna