Matrix factorizations at scale: A comparison of scientific data analytics in spark and C+MPI using three case studies

Alex Gittens, Aditya Devarakonda, Evan Racah, Michael T. Ringenburg, Lisa Gerhardt, Jey Kottalam, Jialin Liu, Kristyn J. Maschhoff, Shane Canon, Jatin Chhugani, Pramod Sharma, Jiyan Yang, James Demmel, Jim Harrell, Venkat Krishnamurthy, Michael W. Mahoney, Prabhat. Matrix factorizations at scale: A comparison of scientific data analytics in spark and C+MPI using three case studies. In James Joshi, George Karypis, Ling Liu, Xiaohua Hu, Ronay Ak, Yinglong Xia, Weijia Xu, Aki-Hiro Sato, Sudarsan Rachuri, Lyle H. Ungar, Philip S. Yu, Rama Govindaraju, Toyotaro Suzumura, editors, 2016 IEEE International Conference on Big Data, BigData 2016, Washington DC, USA, December 5-8, 2016. pages 204-213, IEEE, 2016. [doi]

Abstract

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