Radar Target Recognition Based on Parameterized High Resolution Range Profiles. - Xuejun Liao; Zheng Bao 001 (Int. J. Pattern Recognit. Artif. Intell., 2000)

Identification of ground targets from sequential HRR radar signatures. - Xuejun Liao; Paul Runkle; Yan Jiao; Lawrence Carin (ICASSP, 2001)

ICA and PLS modeling for functional analysis and drug sensitivity for DNA microarray signals. - Xuejun Liao; Nilanjan Dasgupta; Simon M. Lin; Lawrence Carin (ICASSP, 2002)

ICA with multiple quadratic constraints. - Xuejun Liao; Lawrence Carin (ICASSP (5), 2003)

Adaptive multi-aspect target classification and detection with hidden Markov models. - Shihao Ji 001; Xuejun Liao; Lawrence Carin (ICASSP (2), 2004)

An M-ary KMP classifier for multi-aspect target classification. - Xuejun Liao; Hui Li 068; Balaji Krishnapuram (ICASSP (2), 2004)

Active selection of labeled data for target detection. - Yan Zhang 025; Xuejun Liao; Esther Durá; Lawrence Carin (ICASSP (5), 2004)

Application of the Theory of Optimal Experiments to Adaptive Electromagnetic-Induction Sensing of Buried Targets. - Xuejun Liao; Lawrence Carin (IEEE Trans. Pattern Anal. Mach. Intell., 2004)

Detection of buried targets via active selection of labeled data: application to sensing subsurface UXO. - Yan Zhang 025; Xuejun Liao; Lawrence Carin (IEEE Trans. Geosci. Remote. Sens., 2004)

Logistic regression with an auxiliary data source. - Xuejun Liao; Ya Xue; Lawrence Carin (ICML, 2005)

Incomplete-data classification using logistic regression. - David Williams; Xuejun Liao; Ya Xue; Lawrence Carin (ICML, 2005)

Radial Basis Function Network for Multi-task Learning. - Xuejun Liao; Lawrence Carin (NIPS, 2005)

Incremental Least Squares Policy Iteration for POMDPs. - Hui Li 068; Xuejun Liao; Lawrence Carin (AAAI, 2006)

A Reward-Directed Bayesian Classifier. - Hui Li 068; Xuejun Liao; Lawrence Carin (ICASSP (5), 2006)

Region-based value iteration for partially observable Markov decision processes. - Hui Li 068; Xuejun Liao; Lawrence Carin (ICML, 2006)

Point-Based Policy Iteration. - Shihao Ji 001; Ronald Parr; Hui Li 068; Xuejun Liao; Lawrence Carin (AAAI, 2007)

Learning Classifiers on a Partially Labeled Data Manifold. - Qiuhua Liu; Xuejun Liao; Lawrence Carin (ICASSP (2), 2007)

Quadratically gated mixture of experts for incomplete data classification. - Xuejun Liao; Hui Li 068; Lawrence Carin (ICML, 2007)

Semi-Supervised Multitask Learning. - Qiuhua Liu; Xuejun Liao; Lawrence Carin (NIPS, 2007)

Multi-Task Learning for Classification with Dirichlet Process Priors. - Ya Xue; Xuejun Liao; Lawrence Carin; Balaji Krishnapuram (J. Mach. Learn. Res., 2007)

On Classification with Incomplete Data. - David Williams; Xuejun Liao; Ya Xue; Lawrence Carin; Balaji Krishnapuram (IEEE Trans. Pattern Anal. Mach. Intell., 2007)

Classification of Unexploded Ordnance Using Incomplete Multisensor Multiresolution Data. - David Williams; Chunping Wang 001; Xuejun Liao; Lawrence Carin (IEEE Trans. Geosci. Remote. Sens., 2007)

Detection of Unexploded Ordnance via Efficient Semisupervised and Active Learning. - Qiuhua Liu; Xuejun Liao; Lawrence Carin (IEEE Trans. Geosci. Remote. Sens., 2008)

Active learning for semi-supervised multi-task learning. - Hui Li 068; Xuejun Liao; Lawrence Carin (ICASSP, 2009)

Learning to Explore and Exploit in POMDPs. - Chenghui Cai; Xuejun Liao; Lawrence Carin (NIPS, 2009)

Multi-task Reinforcement Learning in Partially Observable Stochastic Environments. - Hui Li 068; Xuejun Liao; Lawrence Carin (J. Mach. Learn. Res., 2009)

Semisupervised Multitask Learning. - Qiuhua Liu; Xuejun Liao; Hui Li 068; Jason R. Stack; Lawrence Carin (IEEE Trans. Pattern Anal. Mach. Intell., 2009)

Migratory Logistic Regression for Learning Concept Drift Between Two Data Sets With Application to UXO Sensing. - Xuejun Liao; Lawrence Carin (IEEE Trans. Geosci. Remote. Sens., 2009)

Kernel-Matching Pursuits With Arbitrary Loss Functions. - Jason R. Stack; Gerald J. Dobeck; Xuejun Liao; Lawrence Carin (IEEE Trans. Neural Networks, 2009)

Classification with Incomplete Data Using Dirichlet Process Priors. - Chunping Wang 001; Xuejun Liao; Lawrence Carin; David B. Dunson (J. Mach. Learn. Res., 2010)

Active learning and basis selection for kernel-based linear models: a Bayesian perspective. - John W. Paisley; Xuejun Liao; Lawrence Carin (IEEE Trans. Signal Process., 2010)

Nonparametric Bayesian feature selection for multi-task learning. - Hui Li 068; Xuejun Liao; Lawrence Carin (ICASSP, 2011)

The Infinite Regionalized Policy Representation. - Miao Liu 001; Xuejun Liao; Lawrence Carin (ICML, 2011)

Cross-Domain Multitask Learning with Latent Probit Models. - Shaobo Han; Xuejun Liao; Lawrence Carin (ICML, 2012)

Gaussian mixture model for video compressive sensing. - Jianbo Yang; Xin Yuan 002; Xuejun Liao; Patrick Llull; Guillermo Sapiro; David J. Brady; Lawrence Carin (ICIP, 2013)

Adaptive temporal compressive sensing for video. - Xin Yuan 002; Jianbo Yang; Patrick Llull; Xuejun Liao; Guillermo Sapiro; David J. Brady; Lawrence Carin (ICIP, 2013)

Online Expectation Maximization for Reinforcement Learning in POMDPs. - Miao Liu 001; Xuejun Liao; Lawrence Carin (IJCAI, 2013)

Integrated Non-Factorized Variational Inference. - Shaobo Han; Xuejun Liao; Lawrence Carin (NIPS, 2013)

Coded aperture compressive temporal imaging - Patrick Llull; Xuejun Liao; Xin Yuan 002; Jianbo Yang; David S. Kittle; Lawrence Carin; Guillermo Sapiro; David J. Brady (CoRR, 2013)

Low-Cost Compressive Sensing for Color Video and Depth. - Xin Yuan 002; Patrick Llull; Xuejun Liao; Jianbo Yang; David J. Brady; Guillermo Sapiro; Lawrence Carin (CVPR, 2014)

Compressive Sensing of Signals from a GMM with Sparse Precision Matrices. - Jianbo Yang; Xuejun Liao; Minhua Chen; Lawrence Carin (NIPS, 2014)

Generalized Alternating Projection for Weighted-퓁2, 1 Minimization with Applications to Model-Based Compressive Sensing. - Xuejun Liao; Hui Li 068; Lawrence Carin (SIAM J. Imaging Sci., 2014)

Video Compressive Sensing Using Gaussian Mixture Models. - Jianbo Yang; Xin Yuan 002; Xuejun Liao; Patrick Llull; David J. Brady; Guillermo Sapiro; Lawrence Carin (IEEE Trans. Image Process., 2014)

Stick-Breaking Policy Learning in Dec-POMDPs. - Miao Liu 001; Christopher Amato; Xuejun Liao; Lawrence Carin; Jonathan P. How (IJCAI, 2015)

Compressive Sensing by Learning a Gaussian Mixture Model From Measurements. - Jianbo Yang; Xuejun Liao; Xin Yuan 002; Patrick Llull; David J. Brady; Guillermo Sapiro; Lawrence Carin (IEEE Trans. Image Process., 2015)

Solving DEC-POMDPs by Expectation Maximization of Value Function. - Zhao Song 001; Xuejun Liao; Lawrence Carin (AAAI Spring Symposia, 2016)

Variational Gaussian Copula Inference. - Shaobo Han; Xuejun Liao; David B. Dunson; Lawrence Carin (AISTATS, 2016)

Nonlinear Statistical Learning with Truncated Gaussian Graphical Models. - Qinliang Su; Xuejun Liao; Changyou Chen; Lawrence Carin (ICML, 2016)

Linear Feature Encoding for Reinforcement Learning. - Zhao Song 001; Ronald E. Parr; Xuejun Liao; Lawrence Carin (NIPS, 2016)

Unsupervised Learning with Truncated Gaussian Graphical Models. - Qinliang Su; Xuejun Liao; Chunyuan Li; Zhe Gan; Lawrence Carin (AAAI, 2017)

A Probabilistic Framework for Nonlinearities in Stochastic Neural Networks. - Qinliang Su; Xuejun Liao; Lawrence Carin (NIPS, 2017)

Convolutional Gaussian Mixture Models with Application to Compressive Sensing. - Ren Wang; Xuejun Liao; Jingbo Guo (SSP, 2018)

Efficient Collaborative Filtering via Data Augmentation and Step-size Optimization. - Xuejun Liao; Patrick Koch; Shunping Huang; Yan Xu (KDD, 2021)