Changjing Shang BSc (NUDT), PhD (Heriot-Watt)

Research Fellow

Contact Details

Room Number..........:  C36
Building....................:  Llandinam
Phone.......................:   +44 (0)1970 622438
E-Mail........................:   cns
Home Page...............:   Personal

Research Groups

Teaching Areas

Modules Taught

  • CHM1320: Advanced Software Engineering
  • SEM1020: Advanced Software Engineering

Publications

2017

Su, P., Shen, Q., Chen, T., Shang, C. 2017. Ordered weighted aggregation of fuzzy similarity relations and its application to detecting water treatment plant malfunction. Engineering Applications of Artificial Intelligence 66 pp. 17-29. 10.1016/j.engappai.2017.08.009

Su, P., Shang, C., Chen, T., Shen, Q. 2017. Exploiting data reliability and fuzzy clustering for journal ranking. IEEE Transactions on Fuzzy Systems 25 (5) pp. 1306-1319. 10.1109/TFUZZ.2016.2612265 Cadair

Li, Z., Shang, C., Shen, Q. 2017. Fuzzy connected-triple for predicting inter-variable correlation. The 17th UK Workshop on Computational Intelligence. Advances in Intelligent Systems and Computing, vol. 650 17th Annual UK Workshop on Computational Intelligence. Springer Publishing Company pp. 49-62. 10.1007/978-3-319-66939-7

Li, F., Li, Y., Shang, C., Shen, Q. 2017. Improving fuzzy rule interpolation performance with information gain-guided antecedent weighting. Soft Computing

Qu, Y., Shang, C., MacParthaláin, N., Wu, W., Shen, Q. 2017. Multi-functional nearest-neighbour classification. Soft Computing 10.1007/s00500-017-2528-4 Cadair

Chao, F., Huang, Y., Zhang, X., Shang, C., Yang, L., Zhou, C., Hu, H., Lin, C. 2017. A Robot Calligraphy System: From Simple to Complex Writing by Human Gestures. Engineering Applications of Artificial Intelligence 59 10.1016/j.engappai.2016.12.006 Cadair

Li, F., Shang, C., Li, Y., Shen, Q. 2017. Feature ranking-guided fuzzy rule interpolation. The 26th International Conference on Fuzzy Systems. The 26th International Conference on Fuzzy Systems.

Yang, J., Shang, C., Li, Y., Shen, Q. 2017. Single frame image super resolution via learning multiple ANFIS mappings. The 26th International Conference on Fuzzy Systems. The 26th International Conference on Fuzzy Systems.

Naik, N.K., Diao, R., Shang, C., Shen, Q., Jenkins, P. 2017. D-FRI-WinFirewall: Dynamic fuzzy rule interpolation for Windows Firewall. The 26th International Conference on Fuzzy Systems. The 26th International Conference on Fuzzy Systems.

Su, P., Shang, C., Zhao, Y., Chen, T., Shen, Q. 2017. Fuzzy rough feature selection based on OWA aggregation of fuzzy relations. The 26th International Conference on Fuzzy Systems. The 26th International Conference on Fuzzy Systems.

Chen, T., Su, P., Shang, C., Shen, Q. 2017. Reliability-guided fuzzy classifier ensemble. The 26th International Conference on Fuzzy Systems. The 26th International Conference on Fuzzy Systems.

Li, R., Qu, Y., Deng, A., Shang, C., Shen, Q. 2017. A new approach to exploring rough set boundary region for feature selection. The 13th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery. 13th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery.

2016

Chao, F., Zhu, Z., Lin, C., Hu, H., Yang, L., Shang, C., Zhou, C. 2016. Enhanced robotic hand-eye coordination inspired from human-like behavioral patterns. IEEE Transactions on Cognitive and Developmental Systems 10.1109/TCDS.2016.2620156 Cadair

Xu, T., He, J., Shang, C., Ying, W. 2016. A New Multi-objective Model for Constrained Optimisation. In P. Angelov., A. Gegov., C. Jayne., Q. Shen. (eds) Advances in Computational Intelligence Systems: Contributions presented at the 16th UK Workshop on Computational Intelligence, September 7-9, 2016, Lancaster UK. Advances in Computational Intelligence Systems, vol. 513 Springer Nature pp. 71-85. 10.1007/978-3-319-46562-3_6 Other Cadair

Chen, T., Shen, Q., Su, P., Shang, C. 2016. Fuzzy rule weight modification with particle swarm optimisation. Soft Computing 20 (8) pp. 2923–2937. 10.1007/s00500-015-1922-z Cadair

Li, Z., Shang, C., Shen, Q. 2016. Fuzzy-clustering embedded regression for predicting student academic performance. Proceedings of the 25th International Conference on Fuzzy Systems. Cadair

Li, F., Shang, C., Li, Y., Shen, Q. 2016. Guiding fuzzy rule interpolation with information gains. In P. Angelov., A. Gegov., C. Jayne., Q. Shen. (eds) Advances in Computational Intelligence: Contributions Presented at the 16th UK Workshop on Computational Intelligence. Advances in Intelligent Systems and Computing, vol. 513 2nd edn, Springer Nature pp. 165-183. 10.1007/978-3-319-46562-3_11 Cadair

2015

Su, P., Shang, C., Shen, Q. 2015. A hierarchical fuzzy cluster ensemble approach and its application to big data clustering. Journal of Intelligent and Fuzzy Systems 28 (6) pp. 2409-2421. 10.3233/IFS-141518 Cadair

Qu, Y., Shang, C., Shen, Q., MacParthalain, N., Wu, W. 2015. Kernel-based fuzzy-rough nearest-neighbour classification for mammographic risk analysis. International Journal of Fuzzy Systems 17 (3) pp. 471-483. 10.1007/s40815-015-0044-1 Cadair

Zhang, Y., Shang, C. 2015. Combining Newton interpolation and deep learning for image classification. Electronics Letters 51 (1) pp. 40-42. 10.1049/el.2014.3223 Cadair

Gui, C., Shang, C. 2015. Autonomous science target touchability evaluation: A fuzzy logic-based approach. In H. Liu., N. Kubota., X. Zhu., R. Dillmann., D. Zhou. (eds) 8th International Conference, ICIRA 2015, Portsmouth UK, August 24-27, 2015, Proceedings, Part III. Lecture Notes in Computer Science, vol. 9246 Springer Nature pp. 49-61. Cadair

Zhang, Y., Shang, C., Shen, Q. 2015. Interpolation aided fuzzy image classification. IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE Press pp. 1-7. 10.1109/FUZZ-IEEE.2015.7337903 Cadair

Chen, T., Shen, Q., Su, P., Shang, C. 2015. Induction of quantified fuzzy rules with particle swarm optimisation. 2015 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). 2015 IEEE International Conference on Fuzzy Systems (UZZ-IEEE). IEEE Press pp. 1-7. Cadair

Li, Z., Shang, C., Shen, Q. 2015. Intelligent prediction of student examination scores. 2015 15th UK Workshop on Computational Intelligence. Cadair

2014

Chao, F., Wang, Z., Shang, C., Meng, Q., Jiang, M., Zhou, C., Shen, Q. 2014. A developmental approach to robotic pointing via human-robot interaction. Information Sciences 283 pp. 288-303. 10.1016/j.ins.2014.03.104 Other Cadair

Su, P., Chen, T., Shang, C., Shen, Q. 2014. Nearest neighbour-guided induced OWA and its application to journal ranking. 2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). 2014 IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2014. IEEE Press pp. 1794-1800. Cadair

Su, P., Shang, C., Shen, Q. 2014. Link-based pairwise similarity matrix approach for fuzzy C-means clustering ensemble. 2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). 2014 IEEE International Conference on Fuzzy Systems, FUZZ-IEEE 2014. IEEE Press pp. 1538-1544. Cadair

Zhang, Y., Shang, C., Shen, Q. 2014. Interpolating deep spatio-temporal inference network features for image classification. 2014 International Join Conference on Neural Networks (IJCNN). IEEE Press pp. 1819-1826. 10.1109/IJCNN.2014.6889776 Cadair

Chen, T., Shen, Q., Su, P., Shang, C. 2014. Refinement of fuzzy rule weights with particle swarm optimization. 2014 14th UK Workshop on computational Intelligence. IEEE Press pp. 1-7. 10.1109/UKCI.2014.6930170 Cadair

2013

Qu, Y., Shang, C., Yang, J., Wu, W., Shen, Q. 2013. Modified gradient based learning for local coupled feedforward neural networks with Gaussian basis function. Neural Computing and Applications 22 (1 (Supplement)) pp. 379-394. 10.1007/s00521-012-0910-9 Cadair

Shang, C., Barnes, D. 2013. Fuzzy-Rough Feature Selection Aided Support Vector Machines for Mars Image Classification. Computer Vision and Image Understanding 117 (3) pp. 202–213. 10.1016/j.cviu.2012.12.002 Cadair

Qu, Y., Shen, Q., MacParthaláin, N.S., Shang, C., Wu, W. 2013. Fuzzy similarity-based nearest-neighbour classification as alternatives to their fuzzy-rough parallels. International Journal of Approximate Reasoning 54 (1) pp. 184-195. 10.1016/j.ijar.2012.06.008 Cadair

Su, P., Shang, C., Shen, Q. 2013. Link-based Approach for Bibliometric Journal Ranking. Soft Computing 17 (12) pp. 2399-2410. 10.1007/s00500-013-1052-4 Cadair

Su, P., Shang, C., Shen, Q. 2013. OWA-aggregated fuzzy similarity relations for journal ranking. Proceedings of the 22nd International Conference on Fuzzy Systems. 22nd IEEE International Conference on Fuzzy Systems. IEEE Press pp. 1-7. 10.1109/FUZZ-IEEE.2013.6622376 Cadair

Zhang, Y., Shang, C., Shen, Q. 2013. Interpolating DeSTIN features for image classification. Proceedings of the 2013 UK Workshop on Computational Intelligence. 2013 13th UK Workshop on Computational Intelligence. IEEE Press pp. 292-298. Cadair

Pan, L., Gui, C., Barnes, D., Shang, C. 2013. Mars Multipspectral Image Classification Using Machine Learning Techniques. 12th Symposium on Advanced Space Technologies in Automation and Robotics. Other Cadair

2012

Shang, C., Barnes, D. 2012. Support vector machine-based classification of rock texture images aided by efficient feature selection. The 2012 International Joint Conference on Neural Networks (IJCNN). 2012 International Joint Conference on Neural Networks (IJCNN). IEEE Press pp. 1-8. Other Cadair

2011

Qu, Y., Shang, C., Shen, Q., MacParthaláin, N.S., Wu, W. 2011. Kernel-Based Fuzzy-Rough Nearest Neighbour Classification. Proceedings of the 20th IEEE International Conference on Fuzzy Systems. Proceedings of the 20th International Conference on Fuzzy Systems (Fuzz-IEEE 2011). IEEE Press pp. 1523-1529. 10.1109/FUZZY.2011.6007401 Cadair

Barnes, D.P., Shang, C., Shen, Q. 2011. Facilitating efficient Mars terrain image classification with fuzzy-rough feature selection. International Journal of Hybrid Intelligent Systems 8 (1) pp. 3-13. 10.3233/HIS-2011-0126 Cadair

Boongoen, T., Shang, C., Iam-On, N., Shen, Q. 2011. Extending Data Reliability Measure to a Filter Approach for Soft Subspace Clustering. 41 (6) pp. 1705-1714. 10.1109/TSMCB.2011.2160341 Cadair

Qu, Y., Shang, C., Wu, W., Shen, Q. 2011. Evolutionary Fuzzy Extreme Learning Machine for Mammographic Risk Analysis. International Journal of Fuzzy Systems 13 (4) 2552658 pp. 282-291. Other Other Other Cadair

Shang, C., Barnes, D.P. 2011. Classification of Mars McMurdo panorama images using machine learning techniques. Cadair

2010

Barnes, D.P., Shang, C. 2010. Combining Support Vector Machines and Information Gain Ranking for Classification of Mars McMurdo Panorama Images. Cadair

2009

Barnes, D.P., Shang, C., Shen, Q. 2009. Effective Feature Selection for Mars McMurdo Terrain Image Classification. Cadair

Shang, C., Barnes, D.P., Shen, Q. 2009. Taking Fuzzy-Rough Application to Mars: Fuzzy-Rough Feature Selection for Mars Terrain Image Classification. Rough Sets, Fuzzy Sets, Data Mining and Granular Computing. 12th International Conference, RSFDGrC 2009. Springer Nature pp. 209-216. 10.1007/978-3-642-10646-0_25 Cadair

Shang, C., Barnes, D., Shen, Q. 2009. Effective feature selection for Mars McMurdo image classification. 9th International Conference on Intelligent Systems Design and Applications, 2009. ISDA '09. 9th International Conference on Intelligent Systems Design and Applications, 2009. ISDA '09. IEEE Press pp. 1419-1424 . 10.1109/ISDA.2009.105 Cadair

2008

Shang, C., Shen, Q. 2008. Aiding neural network based image classification with fuzzy-rough feature selection. IEEE International Conference on Fuzzy Systems, 2008. FUZZ-IEEE 2008. IEEE Press pp. 976-982. 10.1109/FUZZY.2008.4630488 Cadair

2006

Shen, Q., Shang, C. 2006. Aiding classification of gene expression data with feature selection: a comparative study. Journal of Computational Intelligence Research (IJCIR) pp. 68-76. Cadair Other