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GraphLab: A New Framework For Parallel Machine Learning


Aug 09, 2014
Yucheng Low, Joseph E. Gonzalez, Aapo Kyrola, Danny Bickson, Carlos E. Guestrin, Joseph Hellerstein

* Appears in Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence (UAI2010) 

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Distributed Parallel Inference on Large Factor Graphs


May 09, 2012
Joseph E. Gonzalez, Yucheng Low, Carlos E. Guestrin, David O'Hallaron

* Appears in Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence (UAI2009) 

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Distributed GraphLab: A Framework for Machine Learning in the Cloud


Apr 26, 2012
Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein

* Proceedings of the VLDB Endowment (PVLDB), Vol. 5, No. 8, pp. 716-727 (2012) 
* VLDB2012 

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Efficient Multicore Collaborative Filtering


Aug 17, 2011
Yao Wu, Qiang Yan, Danny Bickson, Yucheng Low, Qing Yang

* In ACM KDD CUP Workshop 2011 

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GraphLab: A Distributed Framework for Machine Learning in the Cloud


Jul 05, 2011
Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin

* CMU Tech Report, GraphLab project webpage: http://graphlab.org 

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Kernel Belief Propagation


May 27, 2011
Le Song, Arthur Gretton, Danny Bickson, Yucheng Low, Carlos Guestrin

* In the Fourteenth International Conference on Artificial Intelligence and Statistics April 11-13, 2011 Ft. Lauderdale, FL, USA 

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GraphLab: A New Framework for Parallel Machine Learning


Jun 25, 2010
Yucheng Low, Joseph Gonzalez, Aapo Kyrola, Danny Bickson, Carlos Guestrin, Joseph M. Hellerstein

* The 26th Conference on Uncertainty in Artificial Intelligence (UAI 2010), Catalina Island, California, July 8-11, 2010 

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