Professor Xiaohui
Liu
Director, Centre for Intelligent Data
Analysis (CIDA) & Deputy Head of School (Research) UB8 3PH, Fax: (+44)(0)1895 251686, Email: Xiaohui.Liu@brunel.ac.uk Xiaohui Liu (PhD, CEng, FBCS, CITP) has been
Professor of Computing at |
|
|
Xiaohui directs the University Research Centre for Intelligent Data Analysis conducting interdisciplinary research involving artificial intelligence, dynamic systems, human-computer interaction, signal processing and statistical pattern recognition. He is working with talented life, clinical and physical scientists on a variety of challenging data analysis problems, especially for biomedical applications. Since joining Brunel, Professor Liu has been Principal
Investigator of a number of research projects, including those funded by the
BBSRC, EPSRC, and Technology Strategy Board. He has also advised funding
agencies on interdisciplinary research programmes
and served on grant panels of research councils in the Professor Liu was the founding chair of the biennial
symposia on Intelligent Data Analysis (IDA), an interdisciplinary study
concerned with the effective analysis of data. The first meeting took place
in |
|
In collaboration with many talented researchers, Xiaohui has published more than 200 papers, over 100 of which are in refereed journals. He has also given many invited talks, including a keynote at the International Conference of the Royal Statistical Society. Below is a sample of his publications.
Books/Edited
Collections
¨ K Fraser, Z Wang and X Liu (2009) "Microarray Image Analysis: an Algorithmic Approach", Chapman & Hall/CRC, Forthcoming.
¨
F Famili, X Liu and J
Pena (Eds), Proceedings of the ECAI Workshop on
Data Mining in Functional Genomics and Proteomics: Current Trends and Future
Directions,
¨
R Bellazzi, B Zupan and X Liu (Eds), Proceedings
of the 6th International Workshop on Intelligent Data Analysis in Medicine and
Pharmacology,
¨ X Liu, P Cohen and M Berthold (Eds) (1997) "Advances in Intelligent Data Analysis", Lecture Notes in Computer Science 1280, Springer-Verlag.
Chapters
in Encyclopedia and Books
¨ X Liu (2005) "Intelligent Data Analysis", Encyclopaedia of Data Warehousing and Mining, 634-638.
¨ S Chen and X Liu (2004) "Data Mining in Practice", Encyclopaedia of Information Science and Technology, 723-728.
¨ X Liu and P Kellam (2003) "Mining Gene Expression Data", Bioinformatics: Genes, Proteins & Computers, C A Orengo, D T Jones & J M Thornton (Eds), BIOS Scientific Publishers, 229-244.
¨ X Liu (2003) "IDA Systems and Applications", Intelligent Data Analysis: an Introduction, M Berthold and D Hand (Eds), 2nd edition, Springer-Verlag, 429-444.
Papers
in Research Journals
¨ J Liang, Z Wang and X Liu (2009), "State Estimation for Coupled Uncertain Stochastic Networks with Missing Measurements and Time-Varying Delays: The Discrete-Time Case", IEEE Transactions on Neural Networks, accepted.
¨ Z Wang, X Liu, Y Liu, J Liang and V Vinciotti (2009) "An Extended Kalman Filtering Approach to Modelling Nonlinear Dynamic Gene Regulatory Networks via Short Gene Expression Time Series", IEEE/ACM Transactions on Computational Biology and Bioinformatics, in press.
¨ Y Liu, Z Wang and X Liu (2009) "Asymptotic Stability for Neural Networks with Mixed Time-Delays: the Discrete-Time Case", Neural Networks, accepted.
¨ E Frias-Martinez, S Chen, X Liu (2009) "Evaluation of a Personalized Digital Library based on Cognitive Styles: Adaptivity vs. Adaptability", International Journal of Information Management, 29: 48-56
¨
¨ Z Wang, J Lam, G Wei, K Fraser and X Liu (2008), "Filtering for Nonlinear Genetic Regulatory Networks with Stochastic Disturbances", IEEE Transactions on Automatic Control, 53: 2448-2457.
¨ J Liang, Z Wang, Y Liu and X Liu (2008), "Robust Synchronization of an Array of Coupled Stochastic Discrete-Time Delayed Neural Networks", IEEE Transactions on Neural Networks, 19:1910-1921.
¨ S Chen and X Liu (2008), "An Integrated Approach for Modeling Learning Patterns of Students in Web-Based Instruction: A Cognitive Style Perspective", ACM Transactions on Computer Human Interaction, 15(1).
¨ Z Wang, F Yang, D Ho, S Swift, A Tucker and X Liu (2008), "Stochastic Dynamic Modelling of Short Gene Expression Data", IEEE Transactions on Nanobioscience, 7:44-55.
¨ E. Frias-Martinez, S. Chen, X. Liu (2008) “Investigation of Behavior and Perception of Digital Library Users: A Cognitive Style Perspective”. International Journal of Information Management. 28: 355-365
¨ C Minetou, S Chen and X Liu (2008) "Investigation of the Use of Navigation Tools in Web-based Learning: A Data Mining Approach", International Journal of Human-Computer Interaction, 24: 48-67.
¨ K Fraser, Z Wang, Y Li, P Kellam and X Liu (2008), "Can Graph-Cutting Improve Microarray Gene Expression Reconstructions?", Pattern Recognition Letters, 29(16):2129-2136.
¨ M Hirsch, S Swift and X Liu (2007) "Optimal Search Space for Clustering Gene Expression Data via Consensus", Journal of Computational Biology, 14(10):1327-1341.
¨
¨ E Frias-Martinez, S Chen, R Macredie and X Liu (2007), "The Role of Human Factors in Stereotyping Behavior and Perception of Digital Library Users: a Robust Clustering Approach", User modeling and User-Adapted Interaction, 17:305-337.
¨ Z Wang, F Yang, D Ho, and X Liu (2007) "Robust H-infinity Control for Networked Systems with Random Packet Losses", IEEE Transactions on Systems, Man and Cybernetics - Part B, 37:916-924.
¨
E Frias-
¨ V Vinciotti, X Liu, R Turk, E de Meijer and P t Hoen (2006) "Exploiting the Full Power of Temporal Gene Expression Profiling through a New Statistical Test: Application to the Analysis of Muscular Dystrophy Data", BMC Bioinformatics, 7:183.
¨ Z Wang, Y Liu, M Li, and X Liu (2006) "Stability Analysis for Stochastic Cohen-Grossberg Neural Networks with Mixed Time Delays", IEEE Transactions on Neural Networks, 27:814-820.
¨ V Vinciotti, A Tucker, P Kellam and X Liu (2006) "The Robust Selection of Predictive Genes via a Simple Classifier", Applied Bioinformatics, 5:1-12.
¨ S Swift, J Kok, and X Liu (2006) "Learning Short Multivariate Time Series Models through Evolutionary and Sparse Matrix Computation", Natural Computing, 5:387-426.
¨ F Yang, Z Wang, D Ho and X Liu (2006) "Robust H-2 Filtering for A Class of Systems with Stochastic Nonlinearities", IEEE Transactions on Circuits and Systems - Part II: Analog and Digital Signal Processing, 53:235-239.
¨
E Frias-
¨ Z Wang, F Yang, D Ho and X Liu (2006) "Robust H-infinity Filtering for Stochastic Time-Delay Systems with Missing Measurements", IEEE Transactions on Signal Processing, 54: 2579-2587.
¨ Y Liu, Z Wang, and X Liu (2006) "Global Exponential Stability of Generalized Recurrent Neural Networks with Discrete and Distributed Delays", Neural Networks, 19:667-675.
¨ P O'Neill, K Fraser, Z Wang, P Kellam, J Kok, and X Liu (2005) "Pyramidic Clustering of Large Scale Microarray Images", The Computer Journal, 48:466-479.
¨ A Tucker, V Vinciotti, X Liu and D Garway-Heath (2005) "A Spatio-Temporal Bayesian Network Classifier for Understanding Visual Field Deterioration", Artificial Intelligence in Medicine, 34:163-177.
¨ V Vinciotti, R Khanin, D DAlimonte, X Liu, N Cattini, G Bucca, O de Jesus, J Rasaiyaah, C Smith, P Kellam and E Wit (2005) "An Experimental Evaluation of Loop versus Reference Design for Two-Channel Microarrays", Bioinformatics, 21:492-501.
¨ Z Wang, D Ho and X Liu (2005) "State Estimation for Delayed Neural Networks", IEEE Transactions on Neural Networks, 16:279-284.
¨
¨ Z Wang, D Ho and X Liu (2005) "Variance-Constrained Control for Uncertain Stochastic Systems with Missing Measurements", IEEE Transactions on Systems, Man, and Cybernetics - Part A, 35:745-752.
¨ S Swift, A Tucker, V Vinciotti, N Martin, C Orengo, X Liu and P Kellam (2004) "Consensus Clustering and Functional Interpretation of Gene Expression Data", Genome Biology, 5:R94 (16 pages).
¨ K Fraser, P O'Neill, Z Wang and X Liu (2004) "Copasetic Analysis: A Framework for the Blind Analysis of Microarray Imagery", Systems Biology, 1:190-196.
¨ Z Wang, D Ho and X Liu (2004), "A Note on the Robust Stability of Uncertain Stochastic Fuzzy Systems with Time-Delays", IEEE Transactions on Systems, Man and Cybernetics - Part A, 34:570-576.
¨ S Chen and X Liu (2004) "The Contribution of Data Mining to the Field of Information Science", Journal of Information Science, 30:550-558.
¨ Z Wang, D Ho and X Liu (2004) "Robust Filtering under Randomly Varying Sensor Delay with Variance Constraints", IEEE Transactions on Circuits and Systems - Part II; 51, 320-326.
¨ A Tucker and X Liu (2004) "A Bayesian Network Approach to Explaining Time Series with Changing Structure", Intelligent Data Analysis, 8:460-480.
¨ Z Wang, J Lam and X Liu (2003) "Nonlinear Filtering for State Delayed Systems with Markovian Switching", IEEE Transactions on Signal Processing, 51:2321-2328.
¨ P O'Neill, G Magoulas and X Liu (2003) "Improved Processing of Microarray Data Using Image Reconstruction Techniques", IEEE Transactions on Nanobioscience, 2(4):176-183.
¨ Z Wang, D Ho and X Liu (2003) "Variance-Constrained Filtering for Uncertain Stochastic Systems with Missing Measurements", IEEE Transactions on Automatic Control, 48:1254-1258.
¨ X Liu, G Cheng and J Wu (2002) "Analysing Outliers Cautiously", IEEE Transactions on Knowledge and Data Engineering, 14:432-437.
¨ S Swift and X Liu (2002) "Predicting Glaucomatous Visual Field Deterioration Through Short Multivariate Time Series Modelling", Artificial Intelligence in Medicine, 24:5-24.
¨ A Tucker, S Swift and X Liu (2001) "Variable Grouping in Multivariate Time Series via Correlation", IEEE Transactions on Systems, Man and Cybernetics - Part B , 31:235-245.
Articles
in Lecture Notes in Computer Science (& its sub-series)
¨ K Fraser, Y Li, Z Wang, P Kellam and X Liu (2007) "Noise Filtering and Microarray Image Reconstruction via Chained Fouriers", Lecture Notes in Computer Science, 4723:308-319.
¨ A Ruta, Y Li and X Liu (2007) "Traffic Sign Recognition Using Discriminative Local Features", Lecture Notes in Computer Science, 4723:355-366.
¨ M Lee, S Chen, and X Liu (2007) "Mining Learners' Behavior in Accessing Web-based Interface", Lecture Note in Computer Science, 4469:336-346.
¨ M Hirsch, A Tucker, S Swift, N Martin, C Orengo, P Kellam, X Liu (2006) "Improved Robustness in Time Series Analysis of Gene Expression Data by Polynomial Model based Clustering", Lecture Notes in Bioinformatics, 4216:1-10.
¨ K Fraser, P O.Neill, Z Wang and X Liu (2005) "Copasetic Analysis: Making Sense of Large-Scale Images", Lecture Notes in Artificial Intelligence 3327:99-108.
¨ A Tucker, V Vinciotti, P 't Hoen, and X Liu (2005), "Bayesian Networks Classifiers for Time-Series Microarray Data", Lecture Notes in Computer Science 3646:475-485.
¨
¨
¨ A Tucker and X Liu (2003) "Learning Dynamic Bayesian Networks from Multivariate Time Series with Changing Dependencies", Lecture Notes in Computer Science 2810:100-110.
¨ P O'Neill, G Magoulas, and X Liu (2003), "Obtaining Quality Microarray Data via Image Reconstruction", Lecture Notes in Computer Science, 2810:364-375.
¨ A Tucker, D Garway-Heath, and X Liu (2003) "Spatial Operators for Evolving Dynamic Probablistic Networks from Spatio-Temporal Data", Lecture Notes in Computer Science 2723:2360-2371.
¨ P Kellam, X Liu, N Martin, C Orengo, S Swift and A Tucker (2001) "A Framework for Modelling Short, High-Dimensional Multivariate Time Series: Preliminary Results in Virus Gene Expression Data analysis", Lecture Notes in Computer Science 2189:218-227.
This is a personal page, which does not necessarily reflect the position
of