Algorithm Development of Big Data Analysis

About Algorithm Development of Big Data Analysis

Big Data offers exciting opportunities in a broad range of fields, our research focuses on exploring and developing algorithmic solutions to analyse and make sense of extensive datasets. We develop new ways of performing big data analysis and explore applications of existing methods for efficient knowledge extraction from big data for both industry and scientific research.

Research papers

• Yue, W., Wang, Z., Liu, W., Tian, B., Lauria, S. and Liu, X. (2021) 'An optimally weighted user- and item-based collaborative filtering approach to predicting baseline data for Friedreich’s Ataxia patients', Neurocomputing, Volume 419, pp. 287-294
• Xue, Y., Li, M., Shepperd, M., Lauria, S. and Liu, X. (2019) 'A novel aggregation-based dominance for Pareto-based evolutionary algorithms to configure software product lines', Neurocomputing, Volume 364, pp. 32-48
• Liu, Y., Wang, Z., Yuan, Y. and Liu, W. (2019) 'Event-Triggered Partial-Nodes-Based State Estimation for Delayed Complex Networks with Bounded Distributed Delays'. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 49 (6). pp. 1088 - 1098. ISSN: 2168-2216
• Song, Y., Wang, Z., Ding, D. and Wei, G. (2019) 'Robust model predictive control for linear systems with polytopic uncertainties under weighted mef-tod protocol'. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 49 (7). pp. 1470 - 1481. ISSN: 2168-2216
• Ayed, S., Arzoky, M., Swift, S., Counsell, S. and Tucker, A. (2018) 'An Exploratory Study of the Inputs for Ensemble Clustering Technique as a Subset Selection Problem'.SAI Intelligent Systems Conference. London. 6 Springer International Publishing. pp. 1041 - 1055. ISSN: 2194-5357
• Scutari, M., Vitolo, C. and Tucker, A. (2018) 'Learning Bayesian Networks from Big Data with Greedy Search'. Statistics and Computing. pp. 1 - 15. ISSN: 0960-3174
• Al Nasseri, AA., Tucker, A. and de Cesare, S. (2015) 'Quantifying StockTwits Semantic Terms' Trading Behavior in Financial Markets: An Effective Application of Decision Tree Algorithms'. Expert Systems with Applications, 42 (23). pp. 9192 - 9210. ISSN: 1873-6793
• Al Nasseri, A. and Tucker, A. (2014) 'Bayesian Network Model for predicting Stock Micro-Blogging Sentiments in Stock Market'.Discovery Science. Bled. 6 - 6 October. Lecture Notes in Computer Science. ISSN: 1611-3349
• Al Nasseri, A., Tucker, A. and de Cesare, S. (2014) 'Big data analysis of stocktwits to predict sentiments in the stock market'. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). pp. 13 - 24. ISSN: 0302-9743
• Tian, Y., Shi, Y. and Liu, X. (2012) 'Recent advances on support vector machines research'. Technological and Economic Development of Economy, 18 (1). pp. 5 - 33. ISSN: 2029-4913
• Chrysostomou, K., Chen, SY. and Liu, XH. (2011) 'Identifying user preferences with Wrapper-based Decision Trees'. Expert Systems with Applications, 38 (4). pp. 3294 - 3303. ISSN: 0957-4174
• Liang, J., Wang, Z. and Liu, X. (2011) 'Distributed state estimation for discrete-time sensor networks with randomly varying nonlinearities and missing measurements'. IEEE Transactions on Neural Networks, 22 (3). pp. 486 - 496. ISSN: 1045-9227
• Shen, B., Wang, ZD. and Liu, XH. (2011) '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). pp. 2237 - 2246. ISSN: 1549-8328
• Shen, B., Wang, ZD. and Liu, XH. (2011) '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). pp. 145 - 157. ISSN: 1045-9227
• Chen, SY., Macredie, RD., Liu, XH. and Sutcliffe, A. (2010) 'Data mining for understanding user needs'. ACM Transactions on Computer-Human Interaction (TOCHI), 17 (1). pp. 1 - 6. ISSN: 1073-0516
• Clewley, N., Chen, SY. and Liu, XH. (2010) 'Cognitive styles and search engine preferences: field dependence/independence vs holism/serialism'. Journal of Documentation, 66 (4). pp. 585 - 603. ISSN: 0022-0418
• Li, JA., Swift, S. and Liu, XH. (2010) 'The effect of cooling functions on ensemble clustering using simulated annealing'. Intelligent Data Analysis, 14 (6). pp. 701 - 730. ISSN: 1088-467X
• Liang, J., Wang, Z. and Liu, X. (2010) '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). pp. 964 - 969. ISSN: 1083-4419
• Liang, J., Wang, Z. and Liu, X. (2010) 'Robust passivity and passification of stochastic fuzzy time-delay systems'. Information Sciences, 180 (9). pp. 1725 - 1737. ISSN: 0020-0255
• Pan, W., Wang, Z., Gao, H. and Liu, X. (2010) 'Monostability and multistability of genetic regulatory networks with different types of regulation functions'. Nonlinear Analysis: Real World Applications, 11 (4). pp. 3170 - 3185. ISSN: 1468-1218
• Ruta, A., Li, Y. and Liu, X. (2010) 'Robust class similarity measure for traffic sign recognition'. IEEE Transactions on Intelligent Transportation Systems, 11 (4). pp. 846 - 855. ISSN: 1524-9050
• Ruta, A., Li, Y. and Liu, XH. (2010) 'Real-time traffic sign recognition from video by class-specific discriminative features'. Pattern Recognition, 43 (1). pp. 416 - 430. ISSN: 0031-3203
• Wang, Z., Liu, Y. and Liu, X. (2010) '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). pp. 1656 - 1662. ISSN: 0018-9286
• Wang, Z., Liu, Y., Liu, X. and Shi, Y. (2010) 'Robust state estimation for discrete-time stochastic neural networks with probabilistic measurement delays'. Neurocomputing, 74 (1-3). pp. 256 - 264. ISSN: 0925-2312
• Wang, Z., Liu, Y., Wei, G. and Liu, X. (2010) 'A note on control of a class of discrete-time stochastic systems with distributed delays and nonlinear disturbances'. Automatica, 46 (3). pp. 543 - 548. ISSN: 0005-1098
• Cain, J., Counsell, S., Swift, S. and Tucker, A. (2009) 'An application of intelligent data analysis techniques to a large software engineering dataset'.8th International Symposium on Intelligent Data Analysis. Lyon, FRANCE. Springer. pp. 261 - 272. ISSN: 0302-9743
• Chrysostomou, K., Chen, SY. and Liu, XH. (2009) 'Investigation of users' preferences in interactive multimedia learning systems: a data mining approach'. Interactive Learning Environments, 17 (2). pp. 151 - 163. ISSN: 1049-4820
• Clewley, N., Chen, SY. and Liu, X. (2009) 'Evaluation of the credibility of internet shopping in the UK'. Online Information Review, 33 (4). pp. 805 - 826. ISSN: 1468-4527
• Frias-Martinez, E., Chen, SY. and Liu, X. (2009) 'Evaluation of a personalized digital library based on cognitive styles: Adaptivity vs. adaptability'. International Journal of Information Management, 29 (1). pp. 48 - 56. ISSN: 0268-4012
• Lee, MW., Chen, SY., Chrysostomou, K. and Liu, XH. (2009) 'Mining students' behavior in web-based learning programs'. Expert Systems with Applications, 36 (2, Part 2). pp. 3459 - 3464. ISSN: 0957-4174
• Liang, J., Wang, Z. and Liu, X. (2009) '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). pp. 781 - 793. ISSN: 1045-9227
• Wang, Z., Ho, DWC., Liu, Y. and Liu, X. (2009) 'Robust H-infinity control for a class of nonlinear discrete time-delay stochastic systems with missing measurements'. Automatica, 45 (3). pp. 684 - 691. ISSN: 0005-1098
• Yang, F., Wang, Z., Feng, G. and Liu, X. (2009) 'Robust filtering with randomly varying sensor delay: the finite-horizon case'. IEEE Transactions on Circuits and Systems - Part 1, 56 (3). pp. 664 - 672. ISSN: 1057-7122
• Frias-Martinez, E., Chen, SY. and Liu, X. (2008) 'Investigation of behavior and perception of digital library users: A cognitive style perspective'. International Journal of Information Management, 28 (5). pp. 355 - 365. ISSN: 0268-4012
• Liu, Y., Wang, Z. and Liu, X. (2008) 'An LMI approach to stability analysis of stochastic high-order markovian jumping neural networks with mixed time delays'. Nonlinear Analysis: Hybrid Systems, 2 (1). pp. 110 - 120. ISSN: 1751-570X
• Minetou, CG., Chen, SY. and Liu, X. (2008) 'Investigation of the use of navigation tools in web-based learning: a data mining approach'. International Journal of Human-Computer Interaction, 24 (1). pp. 48 - 67. ISSN: 1044-7318
• Ruta, A., Li, YM. and Liu, XH. (2008) 'Detection, tracking and recognition of traffic signs from video input'.11th IEEE International Conference on Intelligent Transportation Systems (ITSC 2008). Beijing, Peoples Republic of China. 30 - 15 October. IEEE. pp. 55 - 60.
• Sheng, W., Liu, X. and Fairhurst, M. (2008) 'A niching memetic algorithm for simultaneous clustering and feature selection'. IEEE Transactions on Knowledge and Data Engineering, 20 (7). pp. 868 - 879. ISSN: 1041-4347
• Bhattacharya, A., Abraham, A., Vasant, P. and Grosan, C. (2007) 'Evolutionary artificial neural network for selecting flexible manufacturing systems under disparate level-of-satisfaction of decision maker'. International Journal of Innovative Computing, Information and Control, 3 (1). pp. 131 - 140. ISSN: 1349-4198
• Frias-Martinez, E., Chen, SY. and Liu, X. (2007) 'Automatic cognitive style identification of digital library users for personalization'. Journal of the American Society for Information Science and Technology, 58 (2). pp. 237 - 251. ISSN: 1532-2882
• Frias-Martinez, E., Chen, SY., Macredie, R. and Liu, X. (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 (3). pp. 305 - 337. ISSN: 0924-1868
• Lee, MW., Chen, SY. and Liu, XH. (2007) 'Mining learners' behavior in accessing web-based interface'.2nd International Conference on Technologies for E-Learning and Digital Entertainment (Edutainment 2007). Hong Kong, PEOPLES R CHINA. SPRINGER-VERLAG BERLIN. pp. 336 - 346. ISSN: 0302-9743
• Ruta, A., Li, Y. and Liu, X. (2007) 'Towards real-time traffic sign recognition by class-specific discriminative features'.British Machine Vision Conference. British Machine Vision Association.
• Frias-Martinez, E., Chen, SY. and Liu, X. (2006) '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). pp. 734 - 749. ISSN: 1094-6977
• Sheng, W. and Liu, X. (2006) 'A genetic k -medoids clustering algorithm'. Journal of Heuristics, 12 (6). pp. 447 - 466. ISSN: 1381-1231
• Swift, S., Kok, J. and Liu, X. (2006) 'Learning short multivariate time series models through evolutionary and sparse matrix computation'. Natural Computing, 5 (4). pp. 387 - 426. ISSN: 1567-7818
• Yang, F., Wang, Z., Ho, DWC. and Liu, X. (2006) 'Robust H₂ filtering for a class of systems with stochastic nonlinearities'. IEEE Transactions on Circuits and Systems - Part ll: Express Beliefs, 53 (3). pp. 235 - 239. ISSN: 1057-7130
• Minetou, CG., Chen, SY. and Liu, XH. (2005) 'Grouping users' communities in an interactive web-based learning system: a data mining approach'.5th IEEE International Conference on Advanced Learning Technologies. Kaohsiung, TAIWAN. IEEE. pp. 474 - 475.
• O'Neill, P., Fraser, K., Wang, Z., Kellam, P., Kok, JN. and Liu, X. (2005) 'Pyramidic clustering of large-scale microarray images'. The Computer Journal, 48 (4). pp. 466 - 479. ISSN: 0010-4620
• Panteris, E., Swift, S., Payne, A. and Liu, X. (2005) 'Biochemical pathway analysis via signature mining'.1st International Symposium on Computational Life Science (COMPLIFE'05. Konstanz, GERMANY. Springer Berlin Heidelberg. pp. 12 - 23. ISSN: 0302-9743
• Chen, S. and Liu, X. (2005) 'Data mining from 1994 to 2004: an application-orientated review'. International Journal of Business Intelligence and Data Mining, 1 (1). pp. 4 - 21. ISSN: 1743-8187
• Chen, SY. and Liu, X. (2004) 'The contribution of data mining to information science'. Journal of Information Science, 30 (6). pp. 550 - 558. ISSN: 0165-5515
• Sheng, W. and Liu, X. (2004) 'A hybrid algorithm for k-medoid clustering of large data sets'.IEEE Evolutionary Computation, (CEC 2004). Portland, OR. IEEE. pp. 77 - 82.