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Colleges

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) ''. 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) ''. 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) ''.SAI Intelligent Systems Conference. London. 6 Springer International Publishing. pp. 1041 - 1055. ISSN: 2194-5357
  • Scutari, M., Vitolo, C. and Tucker, A. (2018) ''. Statistics and Computing. pp. 1 - 15. ISSN: 0960-3174
  • Al Nasseri, AA., Tucker, A. and de Cesare, S. (2015) ''. Expert Systems with Applications, 42 (23). pp. 9192 - 9210. ISSN: 1873-6793
  • Al Nasseri, A. and Tucker, A. (2014) ''.Discovery Science. Bled. 6 - 6 October. Lecture Notes in Computer Science. ISSN: 1611-3349
  • Al Nasseri, A., Tucker, A. and de Cesare, S. (2014) ''. 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) ''. Technological and Economic Development of Economy, 18 (1). pp. 5 - 33. ISSN: 2029-4913
  • Chrysostomou, K., Chen, SY. and Liu, XH. (2011) ''. Expert Systems with Applications, 38 (4). pp. 3294 - 3303. ISSN: 0957-4174
  • Liang, J., Wang, Z. and Liu, X. (2011) ''. IEEE Transactions on Neural Networks, 22 (3). pp. 486 - 496. ISSN: 1045-9227
  • Shen, B., Wang, ZD. and Liu, XH. (2011) ''. 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) ''. IEEE Transactions on Neural Networks, 22 (1). pp. 145 - 157. ISSN: 1045-9227
  • Chen, SY., Macredie, RD., Liu, XH. and Sutcliffe, A. (2010) ''. ACM Transactions on Computer-Human Interaction (TOCHI), 17 (1). pp. 1 - 6. ISSN: 1073-0516
  • Clewley, N., Chen, SY. and Liu, XH. (2010) ''. Journal of Documentation, 66 (4). pp. 585 - 603. ISSN: 0022-0418
  • Li, JA., Swift, S. and Liu, XH. (2010) ''. Intelligent Data Analysis, 14 (6). pp. 701 - 730. ISSN: 1088-467X
  • Liang, J., Wang, Z. and Liu, X. (2010) ''. 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) ''. Information Sciences, 180 (9). pp. 1725 - 1737. ISSN: 0020-0255
  • Pan, W., Wang, Z., Gao, H. and Liu, X. (2010) ''. Nonlinear Analysis: Real World Applications, 11 (4). pp. 3170 - 3185. ISSN: 1468-1218
  • Ruta, A., Li, Y. and Liu, X. (2010) ''. IEEE Transactions on Intelligent Transportation Systems, 11 (4). pp. 846 - 855. ISSN: 1524-9050
  • Ruta, A., Li, Y. and Liu, XH. (2010) ''. Pattern Recognition, 43 (1). pp. 416 - 430. ISSN: 0031-3203
  • Wang, Z., Liu, Y. and Liu, X. (2010) ''. IEEE Transactions on Automatic Control, 55 (7). pp. 1656 - 1662. ISSN: 0018-9286
  • Wang, Z., Liu, Y., Liu, X. and Shi, Y. (2010) ''. Neurocomputing, 74 (1-3). pp. 256 - 264. ISSN: 0925-2312
  • Wang, Z., Liu, Y., Wei, G. and Liu, X. (2010) ''. Automatica, 46 (3). pp. 543 - 548. ISSN: 0005-1098
  • Cain, J., Counsell, S., Swift, S. and Tucker, A. (2009) ''.8th International Symposium on Intelligent Data Analysis. Lyon, FRANCE. Springer. pp. 261 - 272. ISSN: 0302-9743
  • Chrysostomou, K., Chen, SY. and Liu, XH. (2009) ''. Interactive Learning Environments, 17 (2). pp. 151 - 163. ISSN: 1049-4820
  • Clewley, N., Chen, SY. and Liu, X. (2009) ''. Online Information Review, 33 (4). pp. 805 - 826. ISSN: 1468-4527
  • Frias-Martinez, E., Chen, SY. and Liu, X. (2009) ''. 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) ''. IEEE Transactions on Neural Networks, 20 (5). pp. 781 - 793. ISSN: 1045-9227
  • Wang, Z., Ho, DWC., Liu, Y. and Liu, X. (2009) ''. Automatica, 45 (3). pp. 684 - 691. ISSN: 0005-1098
  • Yang, F., Wang, Z., Feng, G. and Liu, X. (2009) ''. 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) 'I'. International Journal of Information Management, 28 (5). pp. 355 - 365. ISSN: 0268-4012
  • Liu, Y., Wang, Z. and Liu, X. (2008) ''. Nonlinear Analysis: Hybrid Systems, 2 (1). pp. 110 - 120. ISSN: 1751-570X
  • Minetou, CG., Chen, SY. and Liu, X. (2008) ''. International Journal of Human-Computer Interaction, 24 (1). pp. 48 - 67. ISSN: 1044-7318
  • Ruta, A., Li, YM. and Liu, XH. (2008) ''.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) ''. 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) ''. 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) ''. 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) ''. User Modeling and User-Adapted Interaction, 17 (3). pp. 305 - 337. ISSN: 0924-1868
  • Lee, MW., Chen, SY. and Liu, XH. (2007) ''.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) ''.British Machine Vision Conference. British Machine Vision Association.
  • Frias-Martinez, E., Chen, SY. and Liu, X. (2006) ''. 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) ''. Journal of Heuristics, 12 (6). pp. 447 - 466. ISSN: 1381-1231
  • Swift, S., Kok, J. and Liu, X. (2006) ''. Natural Computing, 5 (4). pp. 387 - 426. ISSN: 1567-7818
  • Yang, F., Wang, Z., Ho, DWC. and Liu, X. (2006) ''. 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) ''.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) ''. The Computer Journal, 48 (4). pp. 466 - 479. ISSN: 0010-4620
  • Panteris, E., Swift, S., Payne, A. and Liu, X. (2005) ''.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) ''. International Journal of Business Intelligence and Data Mining, 1 (1). pp. 4 - 21. ISSN: 1743-8187
  • Chen, SY. and Liu, X. (2004) ''. Journal of Information Science, 30 (6). pp. 550 - 558. ISSN: 0165-5515
  • Sheng, W. and Liu, X. (2004) ''.IEEE Evolutionary Computation, (CEC 2004). Portland, OR. IEEE. pp. 77 - 82.