Learning Sparse Nonparametric DAGs

Sep 29, 2019
Xun Zheng, Chen Dan, Bryon Aragam, Pradeep Ravikumar, Eric P. Xing

* 17 pages, 5 figures 

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DAGs with NO TEARS: Continuous Optimization for Structure Learning

Nov 03, 2018
Xun Zheng, Bryon Aragam, Pradeep Ravikumar, Eric P. Xing

* 22 pages, 8 figures, accepted to NIPS 2018 

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Learning Tensor Latent Features

Oct 10, 2018
Sung-En Chang, Xun Zheng, Ian E. H. Yen, Pradeep Ravikumar, Rose Yu

* 10 pages, 3 figures 

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State Space LSTM Models with Particle MCMC Inference

Nov 30, 2017
Xun Zheng, Manzil Zaheer, Amr Ahmed, Yuan Wang, Eric P Xing, Alexander J Smola


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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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LightLDA: Big Topic Models on Modest Compute Clusters

Dec 04, 2014
Jinhui Yuan, Fei Gao, Qirong Ho, Wei Dai, Jinliang Wei, Xun Zheng, Eric P. Xing, Tie-Yan Liu, Wei-Ying Ma


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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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Consistent Bounded-Asynchronous Parameter Servers for Distributed ML

Dec 31, 2013
Jinliang Wei, Wei Dai, Abhimanu Kumar, Xun Zheng, Qirong Ho, Eric P. Xing

* Corrected Title 

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Improved Bayesian Logistic Supervised Topic Models with Data Augmentation

Oct 09, 2013
Jun Zhu, Xun Zheng, Bo Zhang

* 9 pages, ACL 2013 

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