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]

@inproceedings{GittensDRRGKLMC16,
  title = {Matrix factorizations at scale: A comparison of scientific data analytics in spark and C+MPI using three case studies},
  author = {Alex Gittens and Aditya Devarakonda and Evan Racah and Michael T. Ringenburg and Lisa Gerhardt and Jey Kottalam and Jialin Liu and Kristyn J. Maschhoff and Shane Canon and Jatin Chhugani and Pramod Sharma and Jiyan Yang and James Demmel and Jim Harrell and Venkat Krishnamurthy and Michael W. Mahoney and Prabhat},
  year = {2016},
  doi = {10.1109/BigData.2016.7840606},
  url = {http://dx.doi.org/10.1109/BigData.2016.7840606},
  researchr = {https://researchr.org/publication/GittensDRRGKLMC16},
  cites = {0},
  citedby = {0},
  pages = {204-213},
  booktitle = {2016 IEEE International Conference on Big Data, BigData 2016, Washington DC, USA, December 5-8, 2016},
  editor = {James Joshi and George Karypis and Ling Liu and Xiaohua Hu and Ronay Ak and Yinglong Xia and Weijia Xu and Aki-Hiro Sato and Sudarsan Rachuri and Lyle H. Ungar and Philip S. Yu and Rama Govindaraju and Toyotaro Suzumura},
  publisher = {IEEE},
  isbn = {978-1-4673-9005-7},
}