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Implementing Randomized Matrix Algorithms in Parallel and Distributed Environments

Jul 27, 2015
Jiyan Yang, Xiangrui Meng, Michael W. Mahoney

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MLlib: Machine Learning in Apache Spark

May 26, 2015
Xiangrui Meng, Joseph Bradley, Burak Yavuz, Evan Sparks, Shivaram Venkataraman, Davies Liu, Jeremy Freeman, DB Tsai, Manish Amde, Sean Owen, Doris Xin, Reynold Xin, Michael J. Franklin, Reza Zadeh, Matei Zaharia, Ameet Talwalkar

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The Fast Cauchy Transform and Faster Robust Linear Regression

Apr 05, 2014
Kenneth L. Clarkson, Petros Drineas, Malik Magdon-Ismail, Michael W. Mahoney, Xiangrui Meng, David P. Woodruff

* 48 pages; substantially extended and revised; short version in SODA 2013 

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Quantile Regression for Large-scale Applications

Jan 07, 2014
Jiyan Yang, Xiangrui Meng, Michael W. Mahoney

* 35 pages; long version of a paper appearing in the 2013 ICML. Version to appear in the SIAM Journal on Scientific Computing 

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