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Distributed Machine Learning via Sufficient Factor Broadcasting

Nov 26, 2015
Pengtao Xie, Jin Kyu Kim, Yi Zhou, Qirong Ho, Abhimanu Kumar, Yaoliang Yu, Eric Xing


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Petuum: A New Platform for Distributed Machine Learning on Big Data

May 14, 2015
Eric P. Xing, Qirong Ho, Wei Dai, Jin Kyu Kim, Jinliang Wei, Seunghak Lee, Xun Zheng, Pengtao Xie, Abhimanu Kumar, Yaoliang Yu

* 15 pages, 10 figures, final version in KDD 2015 under the same title 

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Model-Parallel Inference for Big Topic Models

Nov 10, 2014
Xun Zheng, Jin Kyu Kim, Qirong Ho, Eric P. Xing


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Primitives for Dynamic Big Model Parallelism

Jun 18, 2014
Seunghak Lee, Jin Kyu Kim, Xun Zheng, Qirong Ho, Garth A. Gibson, Eric P. Xing


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Structure-Aware Dynamic Scheduler for Parallel Machine Learning

Dec 30, 2013
Seunghak Lee, Jin Kyu Kim, Qirong Ho, Garth A. Gibson, Eric P. Xing


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