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Earliness-Aware Deep Convolutional Networks for Early Time Series Classification


Nov 14, 2016
Wenlin Wang, Changyou Chen, Wenqi Wang, Piyush Rai, Lawrence Carin

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On the Convergence of Stochastic Gradient MCMC Algorithms with High-Order Integrators


Oct 21, 2016
Changyou Chen, Nan Ding, Lawrence Carin

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* NIPS 2015 

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Stochastic Gradient MCMC with Stale Gradients


Oct 21, 2016
Changyou Chen, Nan Ding, Chunyuan Li, Yizhe Zhang, Lawrence Carin

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* NIPS2016 

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Variational Autoencoder for Deep Learning of Images, Labels and Captions


Sep 28, 2016
Yunchen Pu, Zhe Gan, Ricardo Henao, Xin Yuan, Chunyuan Li, Andrew Stevens, Lawrence Carin

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* NIPS 2016 (To appear) 

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Bridging the Gap between Stochastic Gradient MCMC and Stochastic Optimization


Aug 05, 2016
Changyou Chen, David Carlson, Zhe Gan, Chunyuan Li, Lawrence Carin

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* Merry Christmas from the Santa (algorithm). AISTATS 2016 

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Factored Temporal Sigmoid Belief Networks for Sequence Learning


May 22, 2016
Jiaming Song, Zhe Gan, Lawrence Carin

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* to appear in ICML 2016 

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Variational Gaussian Copula Inference


May 18, 2016
Shaobo Han, Xuejun Liao, David B. Dunson, Lawrence Carin

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* Appearing in Proceedings of the 19th International Conference on Artificial Intelligence and Statistics (AISTATS) 2016, Cadiz, Spain. JMLR: W&CP volume 51 

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Classification and Reconstruction of High-Dimensional Signals from Low-Dimensional Features in the Presence of Side Information


Mar 17, 2016
Francesco Renna, Liming Wang, Xin Yuan, Jianbo Yang, Galen Reeves, Robert Calderbank, Lawrence Carin, Miguel R. D. Rodrigues

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* 62 pages, 11 figures, submitted to IEEE Transactions on Information Theory. The abstract of the paper is not reported entirely in the metadata due to length limitations 

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Spectrally Grouped Total Variation Reconstruction for Scatter Imaging Using ADMM


Jan 29, 2016
Ikenna Odinaka, Yan Kaganovsky, Joel A. Greenberg, Mehadi Hassan, David G. Politte, Joseph A. O'Sullivan, Lawrence Carin, David J. Brady

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* Presented at IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC) 2015. 4 pages, 2 figures 

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Joint System and Algorithm Design for Computationally Efficient Fan Beam Coded Aperture X-ray Coherent Scatter Imaging


Jan 29, 2016
Ikenna Odinaka, Joseph A. O'Sullivan, David G. Politte, Kenneth P. MacCabe, Yan Kaganovsky, Joel A. Greenberg, Manu Lakshmanan, Kalyani Krishnamurthy, Anuj Kapadia, Lawrence Carin, David J. Brady

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* This paper has been submitted to IEEE Transactions on Computational Imaging for consideration. 18 pages, 6 figures 

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