2007

  1. Qiuhua Liu, Xuejun Liao, and Lawrence Carin, "Semi-Supervised Multitask Learning", Neural Information Processing Systems, 2007
  2. Xuejun Liao, Hui Li, and Lawrence Carin, "Quadratically Gated Mixture of Experts for Incomplete Data Classification", The 24rd International Conference on Machine Learning (ICML), 2007
  3. Shihao Ji, Ronald Parr, Hui Li, Xuejun Liao, Lawrence Carin, "Point-Based Policy Iteration", The Twenty-Second National Conference on Artificial Intelligence (AAAI), 2007
  4. Y. Xue, X. Liao, L. Carin, and B. Krishnapuram, "Multi-Task Learning for Classification with Dirichlet Process Priors", Journal of Machine Learning Research (JMLR), 8(Jan):35--63, 2007
  5. David Williams, Chunping Wang, Xuejun Liao, Lawrence Carin, " Classification of Unexploded Ordnance Using Incomplete Multi-Sensor Multiresolution Data", IEEE Transactions on Geoscience and Remote Sensing, Vol. 45, No. 7, Part 2, July 2007, pages 2364-2373
  6. Qiuhua Liu, Xuejun Liao, and Lawrence Carin, "Learning Classifiers on a Partially Labeled Data Manifold", Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2007
  7. X. Liao, Y. Zhang, L. Carin, "Plan-in-advance Active Learning of Classifiers", in A. Hero et al. (Edt), Foundations and Applications of Sensor Management, Springer, October 2007, pages 201-220

2006

  1. D. Williams, X. Liao, Y. Xue, L. Carin, B. Krishnapuram, " On Classification with Incomplete Data", IEEE Transactions on Pattern Analysis and Machine Intelligence, 29(3):427-436
  2. Hui Li, Xuejun Liao, and Lawrence Carin, "Incremental Least Squares Policy Iteration for POMDPs", The Twenty-First National Conference on Artificial Intelligence (AAAI), 2006
  3. Hui Li, Xuejun Liao, and Lawrence Carin, "Region-Based Value Iteration for Partially Observable Markov Decision Processes", The 23rd International Conference on Machine Learning (ICML), 2006
  4. Hui Li, Xuejun Liao, and Lawrence Carin, "A Reward-Directed Bayesian Classifier", Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2006
  5. J.R. Stack, R. Arrieta, X. Liao, L. Carin, "A Kernel Machine Framework for Feature Optimization in Multi-frequency Sonar Imagery", OCEANS, 2006, Pages 1-6

2005

  1. Xuejun Liao and Lawrence Carin, "Radial Basis Function Network for Multi-task Learning", Neural Information Processing Systems, 2005
  2. Xuejun Liao, Ya Xue, and Lawrence Carin, "Logistic Regression with an Auxiliary Data Source", The 22nd International Conference on Machine Learning (ICML), 2005
  3. David Williams, Xuejun Liao, Ya Xue, and Lawrence Carin, "Incomplete-Data Classification using Logistic Regression", The 22nd International Conference on Machine Learning (ICML), 2005
  4. Shihao Ji, Xuejun Liao, and Lawrence Carin, "Adaptive Multi-Aspect Target Classification and Detection with Hidden Markov Models", IEEE Sensors Journal, 3(2):360-371, 2005
  5. Esther Dura, Yan Zhang, Xuejun Liao, Gerald Dobeck, and Lawrence Carin, "Active Learning for Detection of Mine-Like Objects in Side-Scan Sonar Imagery", IEEE Journal of Oceanic Engineering, 3(2):360-371, 2005
  6. Y. Xue, X. Liao, L. Carin, B. Krishnapuram, "Learning multiple classifiers with Dirichlet process mixture priors", NIPS Workshop on Open Problems and Challenges for Nonparametric Bayesian Methods in Machine Learning, 2005

2004

  1. Xuejun Liao and Lawrence Carin, "Application of the theory of optimal experiments to adaptive electromagnetic-induction sensing of buried targets", IEEE Trans. Pattern Analysis and Machine Intelligence, Vol.26, No. 8, pp. 961 - 972, 2004
  2. Yan Zhang, Xuejun Liao, and Lawrence Carin, "Detection of Buried Targets via Active Selection of Labeled Data: Application to Sensing Subsurface UXO", IEEE Trans. Geoscience and Remote Sensing, Vol. 42, No. 11, p.p. 2535-2543, 2004
  3. Masahiko Nishimoto, Xuejun Liao, and Lawrence Carin, "Target Identification from Multi-Aspect High-Range-Resolution Radar Signatures Using a Hidden Markov Model", IEICE Trans. Electron., Vol.E87-C, No.10, pp.1706-1714, 2004
  4. Shihao Ji, Xuejun Liao, and Lawrence Carin, "Adaptive Multi-Aspect Target Classification and Detection with Hidden Markov Models", Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Vol. 2, pp. 125-128, 2004
  5. Yan Zhang, Xuejun Liao, Esther Dura, and Lawrence Carin, "Active Selection of Labeled Data for Target Detection", Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Vol. 5, pp. 465-468, 2004
  6. Xuejun Liao, Hui Li, and Balaji Krishnapuram, "An M-ary KMP Classifier for Multi-aspect Target Classification", Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Vol. 2, pp. 61-64, 2004

2003

  1. Xuejun Liao and Lawrence Carin, "ICA with Multiple Quadratic Constraints", Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2003, Vol. 5, p.p. 313-316, 2003
  2. Liu, Q., Krishnapuram, B., Pratapa, P., Liao, X., Hartemink, A., and Carin, L. (2003) "Identification of Differentially Expressed Proteins Using MALDI-TOF Mass Spectra", Conference Record of the Thirty-Eighth Asilomar Conference on Signals, Systems and Computers, 2003

2002

  1. Xuejun Liao, Paul Runkle and Lawrence Carin, "Identification of Ground Targets From Sequential High-Range-Resolution Radar Signatures", IEEE Trans. Aerospace and Electronic Systems, Vol. 38, No. 4, p.p. 1230-1242, Oct. 2002
  2. Masahiko Nishimoto, Xuejun Liao, and Lawrence Carin, "Target Identification from Multi-Aspect High-Range-Resolution Radar Signatures Using Hidden Markov Model", 4th Asia-Pacific Engineering Research Forum on Microwaves and Electromagnetic Theory, Fukuoka, Japan, November 16-17, 2002
  3. Simon M. Lin, Xuejun Liao, Patrick McConnell, Korkut Vata, Lawrence Carin, Pascal Goldschmidt (2002), "Using functional genomic units to corroborate user experiments with the Rosetta compendium", in Microarray data analysis II, ed. SM Lin and KF Johnson (Kluwer Academic), pp. 91-103
  4. Xuejun Liao and Lawrence Carin, "Constrained Independent Component Analysis of DNA Microarray Signals", Proceedings of Workshop on Genomic Signal Processing and Statistics (GENSIPS), Raleigh, NC, October 11-13, 2002
  5. Xuejun Liao and Lawrence Carin, "A New Algorithm for Independent Component Analysis With or Without Constraints", Proceedings of the Second IEEE Sensor Array and Multichannel (SAM) Signal Processing Workshop, Rosslyn, VA, August 4-6, 2002
  6. Xuejun Liao; Dasgupta, N.; Lin, S.M.; Carin, L., "ICA and PLS modeling for functional analysis and drug sensitivity for DNA microarray signals", Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Vol. 4, p.p.3880 -3883, 2002

2001

  1. Xuejun Liao; Runkle, P.; Yan Jiao; Carin, L., "Identification of ground targets from sequential HRR radar signatures", Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), p.p. 2897 -2900, vol.5, 2001
  2. X. Liao and Z. Bao, "Radar Target Recognition Based on Parameterized High Resolution Range Profiles", in Jun Shen, P S P Wang, and Tianxu Zhang (editors), Multispectral Image Processing and Pattern Recognition, World Scientific, Singapore, January 2001

2000 and earlier

  1. Xuejun Liao and Zheng Bao, "Signal Reconstruction from Accumulation of Bispectral Radial Slices", Optical Engineering, 39(8), p.p. 2065-2074, August 2000
  2. Xuejun Liao and Zheng Bao, "Radar Target Recognition Based on Parameterized High Resolution Range Profiles", International Journal of Pattern Recognition and Artificial Intelligence, Vol. 14, No. 7, p.p. 979-986, 2000
  3. Xuejun Liao, Zheng Bao, and Mengdao Xing, "On the Aspect Sensitivity of High Resolution Range Profiles and Its Reduction Methods", Record of the IEEE 2000 International Radar Conference, p.p.310 -315, 2000
  4. Xuejun Liao and Zheng Bao, "System Reconstruction from Accumulation of Polyspectra", Electronics Letters, Vol. 35, No. 15, pp. 1229-1230, 1999
  5. Xuejun Liao and Zheng Bao, "Circularly integrated Bispectra---Novel Shift Invariant Features For High-Resolution Radar Target Recognition", Electronics Letters, Vol. 34, No. 19, pp. 1879-1880,1998
  6. Xuejun Liao and Zheng Bao, "Two New Categories of Shift-Invariant Features of High-Resolution Radar Range Profiles", Proceedings of Fourth International Conference on Signal Processing Proceeding, p.p.1485-1488, Oct.12-16, 1998, Beijing, China
  7. Xuejun Liao and Zheng Bao, "Radar Target Recognition using Superresolution Range Profiles as Features", Proceedings of SPIE, Vol.3545, pp.397-400, 1998
  8. Xuejun Liao and Zheng Bao, "A Study of Classification Mechanism of Radar Target Range Profiles", Journal of Xidian University, vol.24, Sup., pp.68-74,1997 (in Chinese)