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11/01/2019
Fast Dimensional Analysis for Root Cause Investigation in a Large-Scale Service Environment
Root cause analysis in a large-scale production environment is challengi...
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11/01/2019
Fast Dimensional Analysis for Root Cause Investigation in Large-Scale Service Environment
Root cause analysis in a large-scale production environment is challengi...
research
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12/13/2017
Stability Selection for Structured Variable Selection
In variable or graph selection problems, finding a right-sized model or ...
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10/25/2014
Screening Rules for Overlapping Group Lasso
Recently, to solve large-scale lasso and group lasso problems, screening...
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12/30/2013
Petuum: A New Platform for Distributed Machine Learning on Big Data
What is a systematic way to efficiently apply a wide spectrum of advance...
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12/19/2013
Structure-Aware Dynamic Scheduler for Parallel Machine Learning
Training large machine learning (ML) models with many variables or param...
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08/15/2012
Efficient Algorithm for Extremely Large Multi-task Regression with Massive Structured Sparsity
We develop a highly scalable optimization method called "hierarchical gr...
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05/09/2012