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Fast Dimensional Analysis for Root Cause Investigation in Large-Scale Service Environment


Nov 01, 2019
Fred Lin, Keyur Muzumdar, Nikolay Pavlovich Laptev, Mihai-Valentin Curelea, Seunghak Lee, Sriram Sankar

* 12 pages 

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Stability Selection for Structured Variable Selection


Dec 13, 2017
George Philipp, Seunghak Lee, Eric P. 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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Screening Rules for Overlapping Group Lasso


Oct 25, 2014
Seunghak Lee, 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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Efficient Algorithm for Extremely Large Multi-task Regression with Massive Structured Sparsity


Aug 15, 2012
Seunghak Lee, Eric P. Xing


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Structured Input-Output Lasso, with Application to eQTL Mapping, and a Thresholding Algorithm for Fast Estimation


May 09, 2012
Seunghak Lee, Eric P. Xing


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