Search Machine Learning Repository:
All publications by Xuejun Liao
authors venues years



Compressive Sensing of Signals from a GMM with Sparse Precision Matrices
Jianbo Yang, Xuejun Liao, Minhua Chen and Lawrence Carin
Advances in Neural Information Processing Systems 27, 2014


Integrated Non-Factorized Variational Inference
Shaobo Han, Xuejun Liao and Lawrence Carin
Advances in Neural Information Processing Systems 26, 2013


Cross-Domain Multitask Learning with Latent Probit Models
Shaobo Han, Xuejun Liao and Lawrence Carin
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


The Infinite Regionalized Policy Representation
Miao Liu, Xuejun Liao and Lawrence Carin
Proceedings of the 28th International Conference on Machine Learning (ICML-11), 2011


Multi-task Reinforcement Learning in Partially Observable Stochastic Environments
Hui Li, Xuejun Liao and Lawrence Carin
Journal of Machine Learning Research, 2009


Learning to Explore and Exploit in POMDPs
Chenghui Cai, Xuejun Liao and Lawrence Carin
Advances in Neural Information Processing Systems 22, 2009


Quadratically gated mixture of experts for incomplete data classification
Xuejun Liao, Hui Li and Lawrence Carin
Proceedings of the 24th International Conference on Machine Learning (ICML-07), 2007


Multi-Task Learning for Classification with Dirichlet Process Priors
Ya Xue, Xuejun Liao, Lawrence Carin and Balaji Krishnapuram
Journal of Machine Learning Research, 2007


Semi-Supervised Multitask Learning
Qiuhua Liu, Xuejun Liao and Lawrence Carin
Advances in Neural Information Processing Systems 20, 2007


Region-based value iteration for partially observable Markov decision processes
Hui Li, Xuejun Liao and Lawrence Carin
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Incomplete-data classification using logistic regression
David Williams, Xuejun Liao, Ya Xue and Lawrence Carin
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005


Logistic regression with an auxiliary data source
Xuejun Liao, Ya Xue and Lawrence Carin
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005