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title={Intel Math Kernel Library},
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author = {Poulson, Jack and Marker, Bryan and van de Geijn, Robert A. and Hammond, Jeff R. and Romero, Nichols A.},
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author = {Dean, Jeffrey and Ghemawat, Sanjay},
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author = {Olston, Christopher and Reed, Benjamin and Srivastava, Utkarsh and Kumar, Ravi and Tomkins, Andrew},
title = {{Pig Latin}: A Not-so-foreign Language for Data Processing},
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author = {Chambers, Craig and Raniwala, Ashish and Perry, Frances and Adams, Stephen and Henry, Robert R. and Bradshaw, Robert and Weizenbaum, Nathan},
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year = {2010},
publisher = {ACM},
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author = {Isard, Michael and Budiu, Mihai and Yu, Yuan and Birrell, Andrew and Fetterly, Dennis},
title = {Dryad: Distributed Data-parallel Programs from Sequential Building Blocks},
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@misc{avx,
author = {Chris Lomont},
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@article{FlashEigen,
author = {Da Zheng and Randal Burns and Joshua Vogelstein and Carey E. Priebe and Alexander S. Szalay},
title = {An {SSD}-based eigensolver for spectral analysis on billion-node graphs},
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year = {2016},
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author = {Blaise Barney},
title = {Message Passing Interface ({MPI})},
howpublished = {\url{https://computing.llnl.gov/tutorials/mpi/}},
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@misc{openmp,
title = {{OpenMP}},
howpublished = {\url{http://openmp.org/wp/}},
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@misc{gmm,
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author = {Baker, C. G. and Hetmaniuk, U. L. and Lehoucq, R. B. and Thornquist, H. K.},
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publisher = {ACM},
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title = {{MLlib}: Machine Learning in {Apache Spark}},
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author = {Da Zheng and Disa Mhembere and Vince Lyzinski and Joshua Vogelstein and Carey E. Priebe and Randal Burns},
title = {Semi-External Memory Sparse Matrix Multiplication on Billion-node Graphs},
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author = {Chris Fraley and Adrian E. Raftery and T. Brendan Murphy and Luca Scrucca},
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author = {BARACK OBAMA},
title = {Executive Order -- Creating a National Strategic Computing Initiative},
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author = {Liu, Ning and Cope, Jason and Carns, Philip and Carothers, Christopher and Ross, Robert and Grider, Gary and Crume, Adam and Maltzahn, Carlos},
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key={Revolution R},
title={Revolution {R Enterprise}},
howpublished={\url{http://www.revolutionanalytics.com/revolution-r-enterprise}},
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@misc{matlab,
key={},
title={Parallel Computing Toolbox in {MATLAB}},
howpublished={\url{http://www.mathworks.com/products/parallel-computing/}},
year={Accessed 4/9/2016},
}
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author = {Murray, Derek G. and McSherry, Frank and Isaacs, Rebecca and Isard, Michael and Barham, Paul and Abadi, Mart\'{\i}n},
title = {Naiad: A Timely Dataflow System},
booktitle = {Proceedings of the Twenty-Fourth ACM Symposium on Operating Systems Principles},
series = {SOSP '13},
year = {2013},
pages = {439--455},
publisher = {ACM},
address = {New York, NY, USA},
}
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author = {Karl Pearson},
title = {Notes on regression and inheritance in the case of two parents},
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@inproceedings {gridgraph,
author = {Xiaowei Zhu and Wentao Han and Wenguang Chen},
title = {{GridGraph}: Large-Scale Graph Processing on a Single Machine Using 2-Level Hierarchical Partitioning},
booktitle = {2015 USENIX Annual Technical Conference (USENIX ATC 15)},
year = {2015},
}
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author = {Toledo, Sivan},
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title = {External Memory Algorithms},
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}
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author = {Frank McSherry and Michael Isard and Derek G. Murray},
title = {Scalability! But at what COST?},
booktitle = {15th Workshop on Hot Topics in Operating Systems (HotOS XV)},
year = {2015},
}
@inproceedings {ripq,
author = {Linpeng Tang and Qi Huang and Wyatt Lloyd and Sanjeev Kumar and Kai Li},
title = {RIPQ: Advanced Photo Caching on Flash for Facebook},
booktitle = {13th USENIX Conference on File and Storage Technologies (FAST 15)},
year = {2015},
address = {Santa Clara, CA},
}
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author = {Quintana-Ort\'{\i}, Gregorio and Igual, Francisco D. and Marqu{\'e}s, Mercedes and Quintana-Ort\'{\i}, Enrique S. and van de Geijn, Robert A.},
title = {A Runtime System for Programming Out-of-Core Matrix Algorithms-by-Tiles on Multithreaded Architectures},
journal = {ACM Trans. Math. Softw.},
volume = {38},
number = {4},
month = aug,
year = {2012},
pages = {25:1--25:25},
}
@inproceedings{Matveev17,
author = {Matveev, Alexander and Meirovitch, Yaron and Saribekyan, Hayk and Jakubiuk, Wiktor and Kaler, Tim and Odor, Gergely and Budden, David and Zlateski, Aleksandar and Shavit, Nir},
title = {A Multicore Path to Connectomics-on-Demand},
booktitle = {Proceedings of the 22Nd ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming},
year = {2017},
}
@misc{h2o,
key={H2O},
title={H2O machine learning library},
howpublished={\url{http://www.h2o.ai/}},
year={Accessed 2/7/2017},
}
@inproceedings {tensorflow,
author = {Mart{\'\i}n Abadi and Paul Barham and Jianmin Chen and Zhifeng Chen and Andy Davis and Jeffrey Dean and Matthieu Devin and Sanjay Ghemawat and Geoffrey Irving and Michael Isard and Manjunath Kudlur and Josh Levenberg and Rajat Monga and Sherry Moore and Derek G. Murray and Benoit Steiner and Paul Tucker and Vijay Vasudevan and Pete Warden and Martin Wicke and Yuan Yu and Xiaoqiang Zheng},
title = {TensorFlow: A System for Large-Scale Machine Learning},
booktitle = {12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16)},
year = {2016},
}
@inproceedings{petuum,
author = {Xing, Eric P. and Ho, Qirong and Dai, Wei and Kim, Jin-Kyu and Wei, Jinliang and Lee, Seunghak and Zheng, Xun and Xie, Pengtao and Kumar, Abhimanu and Yu, Yaoliang},
title = {Petuum: A New Platform for Distributed Machine Learning on Big Data},
booktitle = {Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
year = {2015},
}
@book{linear_algebra,
author = {Jeremy Kepner and John Gilbert},
title = {Graph Algorithms in the Language of Linear Algebra},
publisher = {Society for Industrial \& Applied Mathematics},
year = {2011},
}
@misc{criteo,
key={criteo},
title={Criteo's 1TB Click Prediction Dataset},
howpublished={\url{https://blogs.technet.microsoft.com/machinelearning/2015/04/01/now-available-on-azure-ml-criteos-1tb-click-prediction-dataset/}},
year={Accessed 2/11/2017},
}
@misc{webgraph,
key={webgraph},
title={Web graph},
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