Xuejun Liao

Publication Activity (10 Years)

Years Active: 2000-2021
Publications (10 Years): 10

Top Topics

Expectation Maximization

Gaussian Mixture

Compressive Sensing

Unsupervised Learning

Top Venues

IEEE Trans. Image Process.

Publications

Xuejun Liao, Patrick Koch, Shunping Huang, Yan Xu
Efficient Collaborative Filtering via Data Augmentation and Step-size Optimization. KDD (2021)
Ren Wang, Xuejun Liao, Jingbo Guo
Convolutional Gaussian Mixture Models with Application to Compressive Sensing. SSP (2018)
Qinliang Su, Xuejun Liao, Chunyuan Li, Zhe Gan, Lawrence Carin
Unsupervised Learning with Truncated Gaussian Graphical Models. AAAI (2017)
Qinliang Su, Xuejun Liao, Lawrence Carin
A Probabilistic Framework for Nonlinearities in Stochastic Neural Networks. NIPS (2017)
Qinliang Su, Xuejun Liao, Lawrence Carin
A Probabilistic Framework for Nonlinearities in Stochastic Neural Networks. CoRR (2017)
Zhao Song, Ronald E. Parr, Xuejun Liao, Lawrence Carin
Linear Feature Encoding for Reinforcement Learning. NIPS (2016)
Qinliang Su, Xuejun Liao, Changyou Chen, Lawrence Carin
Nonlinear Statistical Learning with Truncated Gaussian Graphical Models. ICML (2016)
Zhao Song, Xuejun Liao, Lawrence Carin
Solving DEC-POMDPs by Expectation Maximization of Value Function. AAAI Spring Symposia (2016)
Shaobo Han, Xuejun Liao, David B. Dunson, Lawrence Carin
Variational Gaussian Copula Inference. AISTATS (2016)
Qinliang Su, Xuejun Liao, Chunyuan Li, Zhe Gan, Lawrence Carin
Unsupervised Learning with Truncated Gaussian Graphical Models. CoRR (2016)
Shaobo Han, Xuejun Liao, David B. Dunson, Lawrence Carin
Variational Gaussian Copula Inference. CoRR (2015)
Miao Liu, Christopher Amato, Xuejun Liao, Lawrence Carin, Jonathan P. How
Stick-Breaking Policy Learning in Dec-POMDPs. IJCAI (2015)
Jianbo Yang, Xuejun Liao, Xin Yuan, Patrick Llull, David J. Brady, Guillermo Sapiro, Lawrence Carin
Compressive Sensing by Learning a Gaussian Mixture Model From Measurements. IEEE Trans. Image Process. 24 (1) (2015)
Miao Liu, Christopher Amato, Xuejun Liao, Lawrence Carin, Jonathan P. How
Stick-Breaking Policy Learning in Dec-POMDPs. CoRR (2015)
Jianbo Yang, Xuejun Liao, Minhua Chen, Lawrence Carin
Compressive Sensing of Signals from a GMM with Sparse Precision Matrices. NIPS (2014)
Xin Yuan, Patrick Llull, Xuejun Liao, Jianbo Yang, Guillermo Sapiro, David J. Brady, Lawrence Carin
Low-Cost Compressive Sensing for Color Video and Depth. CoRR (2014)
Jianbo Yang, Xin Yuan, Xuejun Liao, Patrick Llull, David J. Brady, Guillermo Sapiro, Lawrence Carin
Video Compressive Sensing Using Gaussian Mixture Models. IEEE Trans. Image Process. 23 (11) (2014)
Xuejun Liao, Hui Li, Lawrence Carin
Minimization with Applications to Model-Based Compressive Sensing. SIAM J. Imaging Sci. 7 (2) (2014)
Xin Yuan, Patrick Llull, Xuejun Liao, Jianbo Yang, David J. Brady, Guillermo Sapiro, Lawrence Carin
Low-Cost Compressive Sensing for Color Video and Depth. CVPR (2014)
Xin Yuan, Jianbo Yang, Patrick Llull, Xuejun Liao, Guillermo Sapiro, David J. Brady, Lawrence Carin
Adaptive temporal compressive sensing for video. ICIP (2013)
Shaobo Han, Xuejun Liao, Lawrence Carin
Integrated Non-Factorized Variational Inference. NIPS (2013)
Xin Yuan, Jianbo Yang, Patrick Llull, Xuejun Liao, Guillermo Sapiro, David J. Brady, Lawrence Carin
Adaptive Temporal Compressive Sensing for Video CoRR (2013)
Patrick Llull, Xuejun Liao, Xin Yuan, Jianbo Yang, David S. Kittle, Lawrence Carin, Guillermo Sapiro, David J. Brady
Coded aperture compressive temporal imaging CoRR (2013)
Miao Liu, Xuejun Liao, Lawrence Carin
Online Expectation Maximization for Reinforcement Learning in POMDPs. IJCAI (2013)
Jianbo Yang, Xin Yuan, Xuejun Liao, Patrick Llull, Guillermo Sapiro, David J. Brady, Lawrence Carin
Gaussian mixture model for video compressive sensing. ICIP (2013)
Shaobo Han, Xuejun Liao, Lawrence Carin
Cross-Domain Multitask Learning with Latent Probit Models. ICML (2012)
Miao Liu, Xuejun Liao, Lawrence Carin
The Infinite Regionalized Policy Representation. ICML (2011)
Hui Li, Xuejun Liao, Lawrence Carin
Nonparametric Bayesian feature selection for multi-task learning. ICASSP (2011)
Chunping Wang, Xuejun Liao, Lawrence Carin, David B. Dunson
Classification with Incomplete Data Using Dirichlet Process Priors. J. Mach. Learn. Res. 11 (2010)
John W. Paisley, Xuejun Liao, Lawrence Carin
Active learning and basis selection for kernel-based linear models: a Bayesian perspective. IEEE Trans. Signal Process. 58 (5) (2010)
Chenghui Cai, Xuejun Liao, Lawrence Carin
Learning to Explore and Exploit in POMDPs. NIPS (2009)
Hui Li, Xuejun Liao, Lawrence Carin
Multi-task Reinforcement Learning in Partially Observable Stochastic Environments. J. Mach. Learn. Res. 10 (2009)
Xuejun Liao, Lawrence Carin
Migratory Logistic Regression for Learning Concept Drift Between Two Data Sets With Application to UXO Sensing. IEEE Trans. Geosci. Remote. Sens. 47 (5) (2009)
Jason R. Stack, Gerald J. Dobeck, Xuejun Liao, Lawrence Carin
Kernel-Matching Pursuits With Arbitrary Loss Functions. IEEE Trans. Neural Networks 20 (3) (2009)
Qiuhua Liu, Xuejun Liao, Hui Li, Jason R. Stack, Lawrence Carin
Semisupervised Multitask Learning. IEEE Trans. Pattern Anal. Mach. Intell. 31 (6) (2009)
Hui Li, Xuejun Liao, Lawrence Carin
Active learning for semi-supervised multi-task learning. ICASSP (2009)
Qiuhua Liu, Xuejun Liao, Lawrence Carin
Detection of Unexploded Ordnance via Efficient Semisupervised and Active Learning. IEEE Trans. Geosci. Remote. Sens. 46 (9) (2008)
David Williams, Chunping Wang, Xuejun Liao, Lawrence Carin
Classification of Unexploded Ordnance Using Incomplete Multisensor Multiresolution Data. IEEE Trans. Geosci. Remote. Sens. 45 (7-2) (2007)
Xuejun Liao, Hui Li, Lawrence Carin
Quadratically gated mixture of experts for incomplete data classification. ICML (2007)
Qiuhua Liu, Xuejun Liao, Lawrence Carin
Learning Classifiers on a Partially Labeled Data Manifold. ICASSP (2) (2007)
Qiuhua Liu, Xuejun Liao, Lawrence Carin
Semi-Supervised Multitask Learning. NIPS (2007)
Shihao Ji, Ronald Parr, Hui Li, Xuejun Liao, Lawrence Carin
Point-Based Policy Iteration. AAAI (2007)
David Williams, Xuejun Liao, Ya Xue, Lawrence Carin, Balaji Krishnapuram
On Classification with Incomplete Data. IEEE Trans. Pattern Anal. Mach. Intell. 29 (3) (2007)
Ya Xue, Xuejun Liao, Lawrence Carin, Balaji Krishnapuram
Multi-Task Learning for Classification with Dirichlet Process Priors. J. Mach. Learn. Res. 8 (2007)
Hui Li, Xuejun Liao, Lawrence Carin
A Reward-Directed Bayesian Classifier. ICASSP (5) (2006)
Hui Li, Xuejun Liao, Lawrence Carin
Incremental Least Squares Policy Iteration for POMDPs. AAAI (2006)
Hui Li, Xuejun Liao, Lawrence Carin
Region-based value iteration for partially observable Markov decision processes. ICML (2006)
Xuejun Liao, Lawrence Carin
Radial Basis Function Network for Multi-task Learning. NIPS (2005)
Xuejun Liao, Ya Xue, Lawrence Carin
Logistic regression with an auxiliary data source. ICML (2005)
David Williams, Xuejun Liao, Ya Xue, Lawrence Carin
Incomplete-data classification using logistic regression. ICML (2005)
Xuejun Liao, Lawrence Carin
Application of the Theory of Optimal Experiments to Adaptive Electromagnetic-Induction Sensing of Buried Targets. IEEE Trans. Pattern Anal. Mach. Intell. 26 (8) (2004)
Yan Zhang, Xuejun Liao, Esther Durá, Lawrence Carin
Active selection of labeled data for target detection. ICASSP (5) (2004)
Shihao Ji, Xuejun Liao, Lawrence Carin
Adaptive multi-aspect target classification and detection with hidden Markov models. ICASSP (2) (2004)
Xuejun Liao, Hui Li, Balaji Krishnapuram
An M-ary KMP classifier for multi-aspect target classification. ICASSP (2) (2004)
Yan Zhang, Xuejun Liao, Lawrence Carin
Detection of buried targets via active selection of labeled data: application to sensing subsurface UXO. IEEE Trans. Geosci. Remote. Sens. 42 (11) (2004)
Xuejun Liao, Lawrence Carin
ICA with multiple quadratic constraints. ICASSP (5) (2003)
Xuejun Liao, Nilanjan Dasgupta, Simon M. Lin, Lawrence Carin
ICA and PLS modeling for functional analysis and drug sensitivity for DNA microarray signals. ICASSP (2002)
Xuejun Liao, Paul Runkle, Yan Jiao, Lawrence Carin
Identification of ground targets from sequential HRR radar signatures. ICASSP (2001)
Xuejun Liao, Zheng Bao
Radar Target Recognition Based on Parameterized High Resolution Range Profiles. Int. J. Pattern Recognit. Artif. Intell. 14 (7) (2000)