Professor Xiaohui Liu

Contact

Information Systems and Computing St John's 103 Brunel University Uxbridge UB8 3PH United Kingdom

Tel: +44 (0)1895 265989 Email: xiaohui.liu@brunel.ac.uk Web: Personal Website

Research Interests

Intelligent data analysis, bioinformatics, data mining, intelligent systems, image and signal processing, time series.

University Research Centre Membership

Publications

Journal Papers

(2011) Zineddin, B., Wang, Z. and Liu, X., Cellular neural networks, Navier-Stokes equation and microarray image reconstruction, IEEE Transactions on Image Processing 20 (11) : 3296- 3301 Download publication

(2011) Shen, B., Wang, ZD. and Liu, XH., A stochastic sampled-data approach to distributed H-infinity filtering in sensor networks, IEEE Transactions on Circuits and Systems Part 1: Regular Papers 58 (9) : 2237- 2246

(2011) Zeng, N., Wang, Z., Li, Y., Du, M. and Liu, X., Inference of nonlinear state-space models for sandwich-type lateral flow immunoassay using extended Kalman filtering, IEEE Transactions on Biomedical Engineering 58 (7) : 1959- 1966 Download publication

(2011) Chrysostomou, K., Chen, SY. and Liu, XH., Identifying user preferences with Wrapper-based Decision Trees, Expert Systems with Applications 38 (4) : 3294- 3303

(2011) Liang, J., Wang, Z. and Liu, X., Distributed state estimation for discrete-time sensor networks with randomly varying nonlinearities and missing measurements, IEEE Transactions on Neural Networks 22 (3) : 486- 496 Download publication

(2011) Shen, B., Wang, ZD. and Liu, XH., Bounded H-infinity synchronization and state estimation for discrete time-varying stochastic complex networks over a finite horizon, IEEE Transactions on Neural Networks 22 (1) : 145- 157

(2010) Ruta, A., Li, Y. and Liu, X., Robust class similarity measure for traffic sign recognition, IEEE Transactions on Intelligent Transportation Systems 11 (4) : 846- 855

(2010) Wang, Z., Liu, Y., Liu, X. and Shi, Y., Robust state estimation for discrete-time stochastic neural networks with probabilistic measurement delays, Neurocomputing 74 (1-3) : 256- 264

(2010) Li, JA., Swift, S. and Liu, XH., The effect of cooling functions on ensemble clustering using simulated annealing, Intelligent Data Analysis 14 (6) : 701- 730

(2010) Zineddin, B., Wang, Z., Shi, Y., Li, Y., Du, M. and Liu, X., A multi-view approach to cDNA micro-array analysis, International Journal of Computational Biology and Drug Design 3 (2) : 91- 111 Download publication

(2010) Pan, W., Wang, Z., Gao, H. and Liu, X., Monostability and multistability of genetic regulatory networks with different types of regulation functions, Nonlinear Analysis: Real World Applications 11 (4) : 3170- 3185 Download publication

(2010) Clewley, N., Chen, SY. and Liu, XH., Cognitive styles and search engine preferences: field dependence/independence vs holism/serialism, Journal of Documentation 66 (4) : 585- 603

(2010) Wang, Z., Liu, Y. and Liu, X., Exponential stabilization of a class of stochastic system with Markovian jump parameters and mode-dependent mixed time-delays, IEEE Transactions on Automatic Control 55 (7) : 1656- 1662 Download publication

(2010) Liang, J., Wang, Z. and Liu, X., On passivity and passification of stochastic fuzzy systems with delays: the discrete-time case, IEEE Transactions on Systems, Man, and Cybernetics: Part B, Cybernetics 40 (3) : 964- 969 Download publication

(2010) Liang, J., Wang, Z. and Liu, X., Robust passivity and passification of stochastic fuzzy time-delay systems, Information Sciences 180 (9) : 1725- 1737 Download publication

(2010) Wang, Z., Liu, Y., Wei, G. and Liu, X., A note on control of a class of discrete-time stochastic systems with distributed delays and nonlinear disturbances, Automatica 46 (3) : 543- 548 Download publication

(2010) Chen, SY., Macredie, RD., Liu, XH. and Sutcliffe, A., Data mining for understanding user needs, ACM Transactions on Computer-Human Interaction (TOCHI) 17 (1) : 1

(2010) Ruta, A., Li, Y. and Liu, XH., Real-time traffic sign recognition from video by class-specific discriminative features, Pattern Recognition 43 (1) : 416- 430

(2009) Liu, Y., Wang, Z. and Liu, X., On global stability of delayed BAM stochastic neural networks with Markovian switching, Neural Processing Letters 30 (1) : 19- 35

(2009) Wei, GL., Wang, Z., Lam, J., Fraser, K., Rao, GP. and Liu, XH., Robust filtering for stochastic genetic regulatory networks with time-varying delay, Mathematical Biosciences 220 (2) : 73- 80 Download publication

(2009) Wang, Z., Liu, X., Liu, Y., Liang, J. and Vinciotti, V., An extended Kalman filtering approach to modeling nonlinear dynamic gene regulatory networks via short gene expression time series, IEEE/ACM Transactions on Computational Biology and Bioinformatics 6 (3) : 410- 419 Download publication

(2009) Clewley, N., Chen, SY. and Liu, X., Evaluation of the credibility of internet shopping in the UK, Online Information Review 33 (4) : 805- 826

(2009) Liu, Y., Wang, Z., Liang, J. and Liu, X., Stability and synchronization of discrete-time Markovian jumping neural networks with mixed mode-dependent time delays, IEEE Transactions on Neural Networks 20 (7) : 1102- 1116 Download publication

(2009) Chrysostomou, K., Chen, SY. and Liu, XH., Investigation of users' preferences in interactive multimedia learning systems: a data mining approach, Interactive Learning Environments 17 (2) : 151- 163

(2009) Liang, J., Wang, Z. and Liu, X., State estimation for coupled uncertain stochastic networks with missing measurements and time-varying delays: the discrete-time case, IEEE Transactions on Neural Networks 20 (5) : 781- 793 Download publication

(2009) Lee, MW., Chen, SY., Chrysostomou, K. and Liu, XH., Mining students' behavior in web-based learning programs, Expert Systems with Applications 36 (2, Part 2) : 3459- 3464

(2009) Yang, F., Wang, Z., Feng, G. and Liu, X., Robust filtering with randomly varying sensor delay: the finite-horizon case, IEEE Transactions on Circuits and Systems - Part 1 56 (3) : 664- 672 Download publication

(2009) Wang, Z., Ho, DWC., Liu, Y. and Liu, X., Robust H-infinity control for a class of nonlinear discrete time-delay stochastic systems with missing measurements, Automatica 45 (3) : 684- 691 Download publication

(2009) Frias-Martinez, E., Chen, SY. and Liu, X., Evaluation of a personalized digital library based on cognitive styles: Adaptivity vs. adaptability, International Journal of Information Management 29 (1) : 48- 56 Download publication

(2009) Liang, J., Wang, Z. and Liu, X., Global synchronization in an array of discrete-time neural networks with nonlinear coupling and time-varying delays, International Journal of Neural Systems 19 (1) : 57- 63

(2009) Liu, Y., Wang, Z. and Liu, X., On synchronization of discrete-time Markovian jumping stochastic complex networks with mode-dependent mixed time-delays, International Journal of Modern Physics B 23 (3) : 411- 434

(2009) Liu, Y., Wang, Z. and Liu, X., Asymptotic stability for neural networks with mixed time-delays: the discrete-time case, Neural Networks 22 (1) : 67- 74 Download publication

(2009) Wang, Z., Lin, Y. and Liu, X., State estimation for jumping recurrent neural networks with discrete and distributed delays, Neural Networks 22 (1) : 41- 48 Download publication

(2008) Fraser, K., Wang, Z., Li, Y., Kellam, P. and Liu, X., Can graph-cutting improve microarray gene expression reconstructions?, Pattern Recognition Letters 29 (16) : 2129- 2136 Download publication

(2008) Wang, Z., Lam, J., Wei, G., Fraser, K. and Liu, X., Filtering for nonlinear genetic regulatory networks with stochastic disturbances, IEEE Transactions on Automatic Control 53 (10) : 2448- 2457 Download publication

(2008) Frias-Martinez, E., Chen, SY. and Liu, X., Investigation of behavior and perception of digital library users: A cognitive style perspective, International Journal of Information Management 28 (5) : 355- 365 Download publication

(2008) Liu, Y., Wang, Z., Liang, J. and Liu, X., Synchronization and state estimation for discrete-time complex networks with distributed delays, IEEE Transactions on Systems, Man and Cybernetics, Part B 38 (5) : 1314- 1325 Download publication

(2008) Liang, J., Wang, Z., Liu, Y. and Liu, X., Global synchronization control of general delayed discrete-time networks with stochastic coupling and disturbances, IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 38 (4) : 1073- 1083 Download publication

(2008) Sheng, W., Liu, X. and Fairhurst, M., A niching memetic algorithm for simultaneous clustering and feature selection, IEEE Transactions on Knowledge and Data Engineering 20 (7) : 868- 879 Download publication

(2008) Liang, J., Wang, Z. and Liu, X., Exponential synchronization of stochastic delayed discrete-time complex networks, Nonlinear Dynamics 53 (1-2) : 153- 165

(2008) Chen, SY. and Liu, X., An integrated approach for modeling learning patterns of students in web-based instruction: a cognitive style perspective, ACM Transactions on Computer-Human Interaction (TOCHI) 15 (1) : 1- 28

(2008) Wang, Z., Liu, Y. and Liu, X., H-infinity filtering for uncertain stochastic time-delay systems with sector-bounded nonlinearities, Automatica 44 (5) : 1268- 1277 Download publication

(2008) Wang, Z., Fang, J. and Liu, X., Global stability of stochastic high-order neural networks with discrete and distributed delays, Chaos, Solitons and Fractals 36 (2) : 388- 396

(2008) Liu, Y., Wang, Z. and Liu, X., An LMI approach to stability analysis of stochastic high-order markovian jumping neural networks with mixed time delays, Nonlinear Analysis: Hybrid Systems 2 (1) : 110- 120

(2008) Liu, Y., Wang, Z. and Liu, X., Exponential synchronization of complex networks with markovian jump and mixed delays, Physics Letters A 372 (22) : 3986- 3998 Download publication

(2008) Wang, Z. and Liu, X., Guest editorial foreword to the special issue on intelligent computation for bioinformatics, IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 38 (1) : 1- 2 Download publication

(2008) Zhang, L., Kuljis, J. and Liu, X., Information visualisation for DNA microarray data analysis: a critical review, IEEE Transactions on Systems, Man and Cybernetics, Part C 38 (1) : 42- 54 Download publication

(2008) Minetou, CG., Chen, SY. and Liu, X., Investigation of the use of navigation tools in web-based learning: a data mining approach, International Journal of Human-Computer Interaction 24 (1) : 48- 67 Download publication

(2008) Wang, Z., Gao, H., Cao, J. and Liu, X., On delayed genetic regulatory networks with polytopic uncertainties: robust stability analysis, IEEE Transactions on Nanobioscience 7 (2) : 154- 163 Download publication

(2008) Liang, J., Wang, Z., Liu, Y. and Liu, X., Robust synchronization of an array of coupled stochastic discrete-time delayed neural networks, IEEE Transactions on Neural Networks 19 (11) : 1910- 1921 Download publication

(2008) Liu, Y., Wang, Z. and Liu, X., State estimation for discrete-time Markovian jumping neural networks with mixed mode-dependent delays, Physics Letters A 372 (48) : 7147- 7155 Download publication

(2008) Wang, Z., Yang, F., Ho, DWC., Swift, S., Tucker, A. and Liu, X., Stochastic dynamic modelling of short gene expression time series data, IEEE Transactions on Nanobioscience 7 (1) : 44- 55 Download publication

(2007) Wang, Z., Yang, F., Ho, DWC. and Liu, X., Robust H-infinity control for networked systems with random packet losses, IEEE Transactions on Systems, Man and Cybernetics - Part B 37 (4) : 916- 924 Download publication

(2007) Wang, Z., Lauria, S., Fang, J. and Liu, X., Exponential stability of uncertain stochastic neural networks with mixed time delays, Chaos, Solitons and Fractals 32 (1) : 62- 72

(2007) Liu, Y., Wang, Z., Serrano, A. and Liu, X., Discrete-time recurrent neural networks with time-varying delays: exponential stability analysis, Physics Letters A 362 (5-6) : 480- 488 Download publication

(2007) Frias-Martinez, E., Chen, SY. and Liu, X., Automatic cognitive style identification of digital library users for personalization, Journal of the American Society for Information Science and Technology 58 (2) : 237- 251 Download publication

(2007) Wang, Z., Lam, J. and Liu, X., Filtering for a class of nonlinear discrete-time stochastic systems with state delays, Journal of Computational and Applied Mathematics 201 (1) : 153- 163 Download publication

(2007) Panteris, E., Swift, S., Payne, A. and Liu, X., Mining pathway signatures from microarray data and relevant biological knowledge, Journal of Biomedical Informatics 40 (6) : 698- 706

(2007) Fraser, K., Li, Y., Wang, Z., Kellam, P. and Liu, X., Noise filtering and microarray image reconstruction via chained fouriers, Advances in Intelligent Data Analysis VII 4723 308- 319 Download publication

(2007) Hirsch, M., Swift, S. and Liu, X., Optimal search space for clustering gene expression data via consensus, Journal of Computational Biology 14 (10) : 1327- 1341 Download publication

(2007) Wei, G., Wang, Z., Shu, H., Fraser, K. and Liu, X., Robust filtering for gene expression time series data with variance constraints, International Journal of Computer Mathematics 84 (5) : 619- 633 Download publication

(2007) Liu, Y., Wang, Z. and Liu, X., Robust H-infinity control for a class of nonlinear stochastic systems with mixed time delay, International Journal of Robust and Nonlinear Control 17 (16) : 1525- 1551 Download publication

(2007) Liu, Y., Wang, Z. and Liu, X., Stability criteria for periodic neural networks with discrete and distributed delays, Nonlinear Dynamics 49 (1-2) : 93- 103

(2007) Frias-Martinez, E., Chen, SY., Macredie, R. and Liu, X., 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 (3) : 305- 337 Download publication

(2007) Ruta, A., Li, Y. and Liu, X., Traffic sign recognition using discriminative local features, Advances in Intelligent Data Analysis VII 4723 355- 366 Download publication

(2006) Wang, Z., Shu, H., Fang, J. and Liu, X., Robust stability for stochastic Hopfield neural networks with time delays, Nonlinear Analysis: Real World Applications 7 (5) : 1119- 1128 Download publication

(2006) Swift, S., Kok, J. and Liu, X., Learning short multivariate time series models through evolutionary and sparse matrix computation, Natural Computing 5 (4) : 387- 426 Download publication

(2006) Liu, Y., Wang, Z., Feng, G. and Liu, X., Stability analysis of piecewise linear systems with discrete and distributed time delays, Dynamics of Continuous, Discrete and Impulsive Systems. Series B: Applications & Algorithms 13 (6) : 729- 742

(2006) Wang, Z., Liu, Y., Yu, L. and Liu, X., Exponential stability of delayed recurrent neural networks with markovian jumping parameters, Physics Letters A 356 (4-5) : 346- 352 Download publication

(2006) Wang, Z., Yang, F., Ho, DWC. and Liu, X., Robust H∞ filtering for stochastic time-delay systems with missing measurements, IEEE Transactions on Signal Processing 54 (7) : 2579- 2587 Download publication

(2006) Tucker, A., 't Hoen, PAC., Vinciotti, V. and Liu, X., Temporal Bayesian classifiers for modelling muscular dystrophy expression data, Intelligent Data Analysis 10 (5) : 441- 455 Download publication

(2006) Wang, Z., Liu, Y., Li, M. and Liu, X., Stability Analysis for Stochastic Cohen-Grossberg Neural Networks with Mixed Time Delays, IEEE Transactions on Neural Networks 17 (3) : 814- 820 Download publication

(2006) Vinciotti, V., Liu, X., Turk, R., de Meijer, EJ. and 't Hoen, PAC., Exploiting the full power of temporal gene expression profiling through a new statistical test: Application to the analysis of muscular dystrophy data, BMC Bioinformatics 7183 Download publication

(2006) Yang, F., Wang, Z., Ho, DWC. and Liu, X., Robust H₂ filtering for a class of systems with stochastic nonlinearities, IEEE Transactions on Circuits and Systems - Part ll: Express Beliefs 53 (3) : 235- 239 Download publication

(2006) Wang, Z., Liu, Y., Yang, F. and Liu, X., On designing robust controllers under randomly varying sensor delay with variance constraints, International Journal of General Systems 35 (1) : 1- 15

(2006) Sheng, W. and Liu, X., A genetic k -medoids clustering algorithm, Journal of Heuristics 12 (6) : 447- 466

(2006) Liu, X., Wang, Z. and Liu, Z., Global asymptotic stability of generalized bi-directional associative memory networks with discrete and distributed delays, Chaos, Solitons and Fractals 28 (3) : 793- 803

(2006) Liu, Y., Wang, Z. and Liu, X., Global exponential stability of generalized recurrent neural networks with discrete and distributed delays, Neural Networks 19 (5) : 667- 675 Download publication

(2006) Liu, Y., Wang, Z. and Liu, X., On global exponential stability of generalized stochastic neural networks with mixed time-delays, Neurocomputing 70 314- 326

(2006) Wang, Z., Yang, F. and Liu, X., Robust filtering for systems with stochastic nonlinearities and deterministic uncertainties, Journal of Systems and Control Engineering 220 (3) : 171- 182

(2006) Wang, Z., Yang, F., Ho, D.W.C.. and Liu, X., Robust H-infinity filtering for stochastic time-delay systems with missing measurements, IEEE Transactions on Signal Processing 54 (7) : 2579- 2587

(2006) Wang, Z., Shu, H., Liu, Y., Ho, D. and Liu, X., Robust stability analysis of generalised neural networks with discrete and distributed time delays, Chaos, Solitons and Fractals 30 886- 896

(2006) Wang, Z., Liu, Y., Fraser, K. and Liu, X., Stochastic stability of uncertain hopfield neural networks with discrete and distributed delays, Physics Letters A 354 (4) : 288- 297 Download publication

(2006) Frias-Martinez, E., Chen, SY. and Liu, X., Survey of data mining approaches to user modeling for adaptive hypermedia, IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) 36 (6) : 734- 749 Download publication

(2006) Vinciotti, V., Tucker, A., Kellam, P. and Liu, X., The robust selection of predictive genes via a simple classifier, Applied Bioinformatics 5 (1) : 1- 11 Download publication

(2005) Wang, Z., Ho, DWC. and Liu, X., Variance-constrained control for uncertain stochastic systems with missing measurements, IEEE Transactions on Systems, Man and Cybernetics - Part A Systems and Humans 35 (5) : 746- 753 Download publication

(2005) Wang, Z., Yang, F., Ho, DWC. and Liu, X., Robust finite-horizon filtering for stochastic systems with missing measurements, IEEE Signal Processing Letters 12 (6) : 437- 440 Download publication

(2005) Tucker, A., Vinciotti, V., Liu, X. and Garway-Heath, D., A spatio-temporal Bayesian network classifier for understanding visual field deterioration, Artificial Intelligence in Medicine 34 (2) : 163- 177 Download publication

(2005) Sheng, W., Swift, S., Zhang, L. and Liu, X., A weighted sum validity function for clustering with a hybrid niching genetic algorithm, IEEE Transactions on Systems Man and Cybernetics-Part B: Cybernetics 35 (6) : 1156- 1167 Download publication

(2005) Vinciotti, V., Khanin, R., D'Alimonte, D., Liu, X., Cattini, N., Hotchkiss, G., Bucca, G., de Jesus, O., Rasaiyaah, J., Smith, CP., Kellam, P. and Wit, E., An experimental evaluation of a loop versus a reference design for two-channel microarrays, Bioinformatics 21 (4) : 492- 501 Download publication

(2005) Chen, S. and Liu, X., Data mining from 1994 to 2004: an application-orientated review, International Journal of Business Intelligence and Data Mining 1 4- 21

(2005) Wang, Z., Liu, Y. and Liu, X., On global asymptotic stability of neural networks with discrete and distributed delays, Physics Letters A 345 (4-6) : 299- 308 Download publication

(2005) O'Neill, P., Fraser, K., Wang, Z., Kellam, P., Kok, JN. and Liu, X., Pyramidic clustering of large-scale microarray images, The Computer Journal 48 (4) : 466- 479

(2005) Wang, Z., Shu, H. and Liu, X., Reliable stabilization of stochastic time-delay systems with nonlinear disturbances, International Journal of General Systems 35 (5) : 523- 535

(2005) Wang, Z., Ho, DWC. and Liu, X., State estimation for delayed neural networks, IEEE Transactions on Neural Networks 16 (1) : 279- 284 Download publication

(2004) Wang, Z., Lam, J. and Liu, X., Stabilization of a class of stochastic nonlinear time-delay systems, Journal of Nonlinear Dynamics and Systems Theory 4 (3) : 357- 368 Download publication

(2004) Chen, SY. and Liu, X., The contribution of data mining to information science, Journal of Information Science 30 (6) : 550- 558 Download publication

(2004) Swift, S., Tucker, A., Vinciotti, V., Martin, N., Orengo, C., Liu, X. and Kellam, P., Consensus clustering and functional interpretation of gene-expression data, Genome Biology 5 (11) : R94- R94 Download publication

(2004) Wang, Z., Lam, J. and Liu, X., Robust filtering for discrete-time Markovian jump delay systems, IEEE Signal Processing Letters 11 (8) : 659- 662 Download publication

(2004) Wang, Z., Ho, DWC. and Liu, X., A note on the robust stability of uncertain stochastic fuzzy systems with time-delays, IEEE Transactions on Systems, Man and Cybernetics - Part A: Systems and Humans 34 (4) : 570- 576 Download publication

(2004) Tucker, A. and Liu, X., A bayesian network approach to explaining time series with changing structure, Intelligent Data Analysis 8 (5) : 469- 480 Download publication

(2004) Fraser, K., O'Neill, P., Wang, Z. and Liu, X., Copasetic analysis: a framework for the blind analysis of microarray imagery, Systems Biology 1 (1) : 190- 196 Download publication

(2004) Wang, Z., Lam, J. and Liu, X., Exponential filtering for uncertain markovian jump time-delay systems with nonlinear disturbances, IEEE Transactions on Circuits and Systems - Part II: Express Briefs 51 (5) : 262- 268 Download publication

(2004) Wang, Z., Ho, D. and Liu, X., Robust filtering under randomly varying sensor delay with variance constraints, IEEE Transactions on Circuits and Systems - Part 2: Fundamental Theory and Application 51 (6) : 320- 326 Download publication

(2003) O'Neill, P., Magoulas, G. and Liu, X., Improved processing of microarray data using image reconstruction techniques, IEEE Transactions on Nanobioscience 2 (4) : 176- 183

(2003) Wang, Z., Lam, J. and Liu, X., Nonlinear filtering for state delayed systems with Markovian switching, IEEE Transactions on Signal Processing 51 (9) : 2321- 2328 Download publication

(2003) Wang, Z. and Liu, X., On designing H-infinity filters with circular pole and error variance constraints, IEEE Transactions on Circuits and Systems ll: Analog and Digital Signal Processing 50 (3) : 139- 143 Download publication

(2003) Wang, Z. and Liu, X., Robust stability of two-dimensional uncertain discrete systems, IEEE Signal Processing Letters 10 (5) : 133- 136 Download publication

(2003) Wang, Z., Ho, DWC. and Liu, X., Variance-constrained filtering for uncertain stochastic systems with missing measurements, IEEE Transactions on Automatic Control 48 (7) : 1254- 1258 Download publication

(2002) Liu, X., Cheng, G. and Wu, JX., Analysing outliers cautiously, IEEE Transactions on Knowledge and Data Engineering 14 (2) : 432- 437 Download publication

(2002) Swift, S. and Liu, X., Predicting glaucomatous visual field deterioration through short multivariate time series modelling, Artificial Intelligence in Medicine 24 (1) : 5- 24 Download publication

(2001) Tucker, A., Liu, X. and Ogden-Swift, A., Evolutionary learning of dynamic probabilistic models with large time lags, International Journal of Intelligent Systems 16 621- 645 Download publication

(2001) Tucker, A., Swift, S. and Liu, X., Variable grouping in multivariate time series via correlation, IEEE Transactions on Systems, Man and Cybernetics, Part B 31 (2) : 235- 245 Download publication

Conference Papers

(2008) Ruta, A., Li, YM. and Liu, XH., Detection, tracking and recognition of traffic signs from video input, 11th IEEE International Conference on Intelligent Transportation Systems (ITSC 2008)

(2006) Hirsch, M., Tucker, A., Swift, S., Martin, N., Orengo, C., Kellam, P. and Liu, X., Improved robustness in time series analysis of gene expression data by polynomial model based clustering, The Second International Symposium on Computational Life Science (COMPLIFE'06), Lecture Notes in Computer Science (4216/2006) : 1- 10 Download publication

(2005) Zhang, LS., Sheng, WG. and Liu, XH., 3D visualization of gene clusters and networks, Conference on Visualization and Data Analysis 2005

(2003) O'Neill, P., Magoulas, G. and Liu, X., Obtaining quality microarray data via image reconstruction, Cryptographic Hardware and Embedded Systems - CHES 2003, Lecture Notes in Computer Science (2810) : 364- 375 Download publication

(2007) Yu, KM., Vinciotti, V., Liu, XH. and 't Hoen, PAC., Bayesian median regression for temporal gene expression data, 3rd International Symposium on Computational Life Science

(2007) Lee, MW., Chen, SY. and Liu, XH., Mining learners' behavior in accessing web-based interface, 2nd International Conference on Technologies for E-Learning and Digital Entertainment (Edutainment 2007), Lecture Notes in Computer Science (4469) : 336- 346 Download publication

(2007) Ruta, A., Li, Y. and Liu, X., Towards real-time traffic sign recognition by class-specific discriminative features, British Machine Vision Conference

(2005) Tucker, A., Vinciotti, V., 't Hoen, PAC. and Liu, X., Bayesian network classifiers for time series microarray data, 6th International Symposium on Intelligent Data Analysis (IDA-2005), Lecture Notes in Computer Science (3646) : 475- 485 Download publication

(2005) Panteris, E., Swift, S., Payne, A. and Liu, X., Biochemical pathway analysis via signature mining, 1st International Symposium on Computational Life Science (COMPLIFE'05, Lecture Notes in Bioinformatics (3695) : 12- 23 Download publication

(2005) Fraser, K., O'Neill, P., Wang, Z. and Liu, X., Copaseptic analysis: making sense of large scale images, , Lecture Notes in Artificial Intelligence (3327) : 99- 108

(2005) Minetou, CG., Chen, SY. and Liu, XH., Grouping users' communities in an interactive web-based learning system: a data mining approach, 5th IEEE International Conference on Advanced Learning Technologies

(2005) Panteris, E., Swift, S., Payne, A. and Liu, X., Signature mining: a heuristic approach to biochemical pathway analysis, The Intelligence Data Analysis in Medicine and Pharmacology Workshop (IDAMAP2005)

(2004) Sheng, W. and Liu, X., A hybrid algorithm for k-medoid clustering of large data sets, IEEE Evolutionary Computation, (CEC 2004) Download publication

(2004) Tucker, A., Vinciotti, V., Liu, X. and Garway-Heath, D., Bayesian networks to classify visual field data, The Association for Research in Vision and Ophthalmology Annual Conference (ARVO 2004)

(2004) Sheng, W., Tucker, A. and Liu, X., Clustering with niching genetic k-means algorithm, GECCO-2004 - the Genetic and Evolutionary Computation Conference, Lecture Notes in Computer Science (3103) : 162- 173 Download publication

(2004) Vinciotti, V., Tucker, A., Liu, X., Panteris, E. and Kellam, P., Identifying genes with high confidence from small samples, Workshop on Data Mining in Functional Genomics and Proteomics: Current Trends and Future Directions at the European Conference in Artificial Intelligence (ECAI 2004)

(2003) Counsell, S., Liu, X., Najjar, R., Swift, S. and Tucker, A., Applying intelligent data analysis to coupling relationships in object-oriented software, The Fifth International Symposium on Intelligent Data Analysis (IDA-2003), Lecture Notes on Computer Science (2810) : 440- 450

(2003) Tucker, A., Garway-Heath, D. and Liu, X., Bayesian classification and forecasting of visual field deterioration, The Ninth Workshop on Intelligent Data Analysis in Medicine and Pharmacology and Knowledge-Based Information Management in Anaesthesia and Intensive Care

(2003) Tucker, A. and Liu, X., Learning dynamic bayesian networks from multivariate time series with changing dependencies, The Fifth International Conference on Intelligent Data Analysis (IDA-2003), Lecture Notes on Computer Science (2810) : 100- 110 Download publication

(2003) Tucker, A., Garway-Heath, D. and Liu, X., Spatial operators for evolving dynamic probabilistic networks from spatio-temporal data, The Genetic and Evolutionary Computation Conference, Lecture Notes in Computer Science (2723) : 2360- 2371 Download publication

(2001) Kellam, P., Liu, X., Martin, N., Orengo, C., Swift, S. and Tucker, A., A framework for modelling short, high-dimensional multivariate time series: preliminary results in virus gene expression data analysis, The Fourth International Symposium on Intelligent Data Analysis (IDA-2001), Lecture Notes on Computer Science (2189) : 218- 227 Download publication

(2001) Kellam, P., Liu, X., Martin, N., Orengo, C., Swift, S. and Tucker, A., Comparing, contrasting and combining clusters in viral gene expression data, The Intelligent Data Analysis in Medicine and Pharmacology Workshop (IDAMAP-2001)

(2001) Swift, S., Tucker, A., Martin, N. and Liu, XH., Grouping multivariate time series variables: applications to chemical process and visual field data, 20th SGES International Conference on Knowledge Based Systems and Applied Artificial Intelligence (ES2000), Knowledge Based Systems (14) : 147- 154

(2001) Counsell, S., Liu, X., McFall, J., Swift, S. and Tucker, A., Optimising the grouping of email users to servers using intelligent data analysis, International Conference on the Engineering of Information Systems (EIS-2001)

(2001) Liu, X., Swift, S. and Tucker, A., Using evolutionary algorithms to tackle large scale grouping problems, The Genetic and Evolutionary Computation Conference (GECCO-2001)

(2001) Counsell, S., Liu, X., McFall, J., Swift, S. and Tucker, A., Using evolutionary algorithms to tackle large scale grouping problems: an application to email log file data, Proceedings of the Late-Breaking Papers of the Genetic and Evolutionary Computation Conference (GECCO-2001)

Book Chapters

(2006) Zhang, LS., Liu, XH. and Sheng, WG., 3D visualization of gene clusters. In: Wojciechowski, K., Smolka, B., Palus, H., Kozera, RS., Skarbek, W. and Noakes, L. eds. Computer Vision and Graphics. (32) : 349- 354

(2005) Fraser, K., O'Neill, P., Wang, Z. and Liu, XH., "Copasetic clustering": making sense of large-scale images. In: Shi, Y., Xu, W. and Chen, Z. eds. Data Mining and Knowledge Management. Springer (3327/2005) : 99- 108 Download publication

(2003) Anastasiadis, AD., Magoulas, GD. and Liu, XH., Classification of protein localisation patterns via supervised neural network learning. In: Berthold, MR., Lenz, HJ., Bradley, E., Kruse, R. and Borgelt, C. eds. Cryptographic Hardware and Embedded Systems - CHES 2003. (2779/2003) : 430- 439