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ComIng Group (Computation & Intelligence Group)

　

　

[Introduction] [Member] [Publication]

Introduction

ComIng Group is a special research group for computational intelligence, which is affiliated with the Key Lab of Intelligent Perception and Image Understanding of Ministry of Education of China at Xidian University, Xi'an, China. It locates at the Main Building of Xidian University mainly in Room II 436.

The main research interests of ComIng are broadly in the area of natural computing and machine learning. The areas of special interests include:

  • Evolutionary Optimization and Evolutionary Learning

  • Artificial Immune Systems for Optimization and Learning

  • Quantum Computational Intelligence

  • Swarm Intelligence

  • Support Vector Machine

  • Neural Networks

  • Kernel methods

  • Manifold learning and Spectral Learning

  • Ensemble learning

  • Complex Networks and Complex Systems

  • Multi-objective Optimization, Global Optimization, Constrained Optimization, and Combinatorial Optimization

  • Data Mining (Clustering, Classification, Data Reduction, and Rule Discovery)

  • Various Real-world Applications (Image or Information Processing, Security, Computer Vision, Scheduling, VLSI Floor Planning, Multicast Routing, Communications, Control, etc.)

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Faculty

　

Licheng Jiao

Maoguo Gong

Yangyang Li

Jing Liu

Ruochen Liu

Wenping Ma

Ronghua Shang

Jianshe Wu

Shuyuan Yang

Li Zhang

Weida Zhou

Huming Zhu
 

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Publication

Books 　

  1. Licheng Jiao, Maoguo Gong, Shuang Wang, et al. Advances in Natural Computation, Machine Learning and Image Understanding. Xidian University Press, August 2008. 

  2. Licheng Jiao, Shuangyuan Yang. Self-adptive Multiscale Networks: Theory and Applications. Beijing: Science Press. April, 2008.

  3. Licheng Jiao, Jing Liu, and Weicai Zhong. Coevolutionary Computation and Multi-agent systems (in Chinese).  Beijing: Science Press. August, 2006.

  4. Licheng Jiao, Haifeng Du, Fang Liu, and Maoguo Gong. Immunological Computation for Optimization, Learning and Recognition (in Chinese). Beijing: Science Press. June, 2006.

  5. Licheng Jiao. Intelligent Signal Processing in Communications. China Publishing House of Electronics Industry. April, 2006.

  6. Licheng Jiao, Lipo Wang, Xinbo Gao, Jing Liu, Feng Wu, Eds. Advances in Natural Computation, Proceedings of the 2nd International Conference, Part I, Springer LNCS4221, Xi'an, China, Sep. 2006.

  7. Licheng Jiao, Lipo Wang, Xinbo Gao, Jing Liu, Feng Wu, Eds. Advances in Natural Computation, Proceedings of the 2nd International Conference, Part II, Springer LNCS4222, Xi'an, China, Sep. 2006.

  8. Lipo Wang, Licheng Jiao, Guangming Shi, Xue Li, Jing Liu, Eds. Fuzzy Systems and Knowledge Discovery, Proceedings of the 3rd International Conference, Springer LNAI 4223, Xi'an, China, Sep. 2006.

  9. Licheng Jiao, Guangming Shi, Xinbo Gao, Lipo Wang, Shuang Wang, Jing Liu, Eds. Advances in Natural Computation and Data Mining, Proceedings of the 2nd International Conference on Natural Computation and the 3rd International Conference on Fuzzy Systems and Knowledge Discovery, Xidian University Press, Xi'an, China, Sep. 2006. 

  10. Licheng Jiao, H. Selvaraj, B. Verma, Xin Yao, Eds, Proceedings of 5th International Conference on Conputational Intelligence and Multimedia Applications (ICCIMA 2003), IEEE Computer Society, Sep. 2003.

  11. Licheng Jiao, Neural Computation, Xidian University Press, 1993.

  12. Licheng Jiao, Theory and Application on Nonlinear Transformation Functions, Xidian University Press, 1992.

  13. Licheng Jiao, Theory of Neural Network Systems, Xidian University Press, 1990.

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Selected Papers

In press:

  1. Shuyuan Yang, Min Wang and Licheng Jiao. Image Fusion based on a new Contourlet packet. Information fusion, in press.

  2. Jianrui Chen, Licheng Jiao, Jianshe Wu, Xiaohua Wang. Adaptive synchronization between two different complex networks with time-varying delay coupling. Chinese Physics Letters, in press.

  3. Wu Jian-She, Jiao Li-Cheng, Wang Xiao-Hua. Tuning the synchronous state of two different chaotic systems. International Journal of Modern Physics B, in press.

  4. Shuyuan Yang, Licheng Jiao. Fusion of Multiparametric SAR Images Based on SW-Nonsubsampled Contourlet and PCNN. Signal Processing, in press.

  5. Shuyuan Yang, Licheng Jiao. Low Bit Rate SAR Image Coding Based on Adaptive Multiscale Bandelets and Cooperative Decision. Signal Processing, in press.

  6. Wang Xiao-Hua, Jiao Li-Cheng, Wu Jian-She, Extracting Hierarchical Organization of Complex Networks by Dynamics towards Synchronization. Physica A, in press.

  7. Wenping Ma, Licheng Jiao, Maoguo Gong. Immunodominance and Clonal Selection Inspired Multiobjective Clustering. Progress in natural science, Elsevier, in press.

2009:

  1. Shuyuan Yang, Min Wang, Licheng Jiao. Radar Target Recognition using Contourlet Packet Transform and Neural Network approach. Signal processing, 89(4), 2009: 394-409.

  2. Dongdong Yang, Licheng Jiao, Maoguo Gong. Adaptive Multi-objective Optimization Based on Nondominated Solutions. Computational Intelligence, 25(1), 2009: 84-108.

  3. Maoguo Gong, Licheng Jiao, Lining Zhang, Haifeng Du. Immune secondary response and clonal selection inspired optimizers. Progress in natural science, Elsevier, Vol. 19, No. 2, February  2009: 237–253.

  4. Maoguo Gong, Licheng Jiao, Dongdong Yang. Corrections on the Coverage Metric in Evaluating Nondominated Neighbor Immune Algorithm. Evolutionary Computation, MIT Press, Vol. 17, No. 1, Spring 2009: 131–134.

2008:

  1. Maoguo Gong, Licheng Jiao. A Population-based Artificial Immune System for Numerical Optimization. Neurocomputing, Vol. 72, No. 1-3, December 2008: 149–161.

  2. Shuyuan Yang, Licheng Jiao. Incremental Constructive Ridgelet Neural Network. Neurocomputing, Volume 72, Issues 1-3, December 2008: 367-377.

  3. Wentao Huang, Licheng Jiao, et al. Population Stochastic Dynamics for Synaptic Depression. Neurocomputing, Volume 72, Issues 1-3, December 2008: 630-635.

  4. Wentao Huang, Licheng Jiao, et al. Modeling contextual modulation in primary visual cortex. Neural Networks, Vol. 21, No. 8, 2008: 1182–1196.

  5. Jing Liu, Licheng Jiao, et al. Moving Block Sequence and Organizational Evolutionary Algorithm for General Floorplanning with Arbitrarily Shaped Rectilinear Blocks. IEEE Trans On Evolutionary Computation, Vol. 12, No. 5, 2008: 630-646.

  6. Licheng Jiao, Yangyang Li, Maoguo Gong, Xiangrong Zhang. Quantum-Inspired Immune Clonal Algorithm for Global Numerical Optimization. IEEE Transactions on System, Man, and Cybernetics, Part B, Vol. 38, No.5, 2008: 1234-1253.

  7. Liefeng Bo, Ling Wang, and Licheng Jiao. Training hard margin support vector machine using greedy stagewise algorithm. IEEE Transactions on Neural Networks, Vol. 19, No. 8, 2008: 1446-1455.

  8. Jianshe Wu and Licheng Jiao. Global Synchronization and State Tuning in Asymmetric Complex Dynamical Networks. IEEE Transactions on Circuits and Systems II, Vol. 55, No. 9, 2008: 932-936.

  9. Jianshe Wu, Licheng Jiao. Synchronization in complex dynamical networks with nonsymmetric coupling. Physica D, 237 (2008): 2487–2498.

  10. Maoguo Gong, Licheng Jiao, et al. Image Texture Classification Using a Manifold Distance based Evolutionary Clustering Method. Optical Engineering, Vol. 47, 077201 (2008); DOI:10.1117/1.2955785.

  11. Maoguo Gong, Licheng Jiao, et al. Multiobjective Optimization Using an Immuno-dominance and Clonal Selection Inspired Algorithm. Science in China: Series F Information Sciences, Vol. 51, No. 8, 2008: 1064–1082.

  12. Xiangrong Zhang, Licheng Jiao, et al.. Spectral Clustering Ensemble Applied to Texture Features for SAR Image Segmentation. IEEE Transactions on Geoscience and Remote Sensing, Vol. 46, No. 7, 2008: 2126–2136.

  13. Haiyan Jin, Licheng Jiao, Fang Liu, et.al. Fusion of infrared and visual image based on CP and directional filter banks using clonal selection optimizing. Optical Engineering,  Vol. 47, No. 2, 2008: 0270021–0270028.

  14. Maoguo Gong, Licheng Jiao, et al.. Multiobjective Immune Algorithm with Nondominated Neighbor-based Selection. Evolutionary Computation (MIT Press),  Vol.16, No.2. 2008: 225–255.

  15. Wenlong Huang, Licheng Jiao. Artificial immune kernel clustering network for unsupervised image segmentation. Progress in Natural Science, Vol. 18, No. 4, 2008: 455–461.

  16. Jianshe Wu, Licheng Jiao, Synchronization in dynamic networks with nonsymmetrical time-delay coupling based on linear feedback controllers. Physica A, 387 (2008): 2111-2119.

  17. Zhi Li, Licheng Jiao, Ju-Jang Lee. Robust adaptive global synchronization of complex dynamical networks by adjusting time-varying coupling strength. Physica A, 387 (2008) 1369–1380.

2007:

  1. Jianshe Wu, Licheng Jiao, Synchronization in complex delayed dynamical networks with nonsymmetric coupling, Physica A, 386, Aug., 2007: 513-530.

  2. Jianshe Wu, Licheng Jiao, Observer-based synchronization in complex dynamical networks with nonsymmetric coupling, Physica A, 386, Jul., 2007:469-480.

  3. Shuyuan Yang, Min Wang and Licheng Jiao, Ridgelet kernel regression, Neurocomputing, 2007, 70: 3046-3055.

  4. Liefeng Bo, Licheng Jiao and Ling Wang. Working set selection using functional gain for LS-SVM. IEEE Transactions on Neural Networks, 18(5), 2007: 1541-1544.

  5. Licheng Jiao, Liefeng Bo, and Ling Wang. Fast sparse approximation for least square support vector machine. IEEE Transactions on Neural Networks, 18(3), 2007: 685-697.

  6. Liefeng Bo, Ling Wang, and Licheng Jiao. Recursive finite Newton algorithm for support vector regression in the primal. Neural Computation, 19(4), 2007: 1082-1096.

  7. Shuyuan Yang, Min Wang, Licheng Jiao. Ridgelet kernel regression, Neurocomputing, 2007, in press.

  8. Jing Liu, Weicai Zhong, Licheng Jiao. An Organizational Coevolutionary Algorithm for Numerical Optimization. IEEE Transactions on System, Man, and Cybernetics, Part B, 37(4), 2007: 1052-1064..

  9. Shuyuan Yang, Min Wang, Licheng Jiao. Geometrical multi-resolution network based on ridgelet frame. Signal Processing, 2007, 87(4): 750-761.

  10. Qing Li, Licheng Jiao. Adaptive Simplification of Solution for Support Vector Machine. Pattern Recognition. 2007, 40(3): 972-980.

  11. Li Zhang, Weida Zhou, Tiantian Su, Licheng Jiao. Decision Tree Support Vector Machine. International Journal on Artificial Intelligence Tools, 16(1),2007: 1-16.

2006:

  1. Liefeng Bo, Ling Wang, Licheng Jiao. Feature scaling for kernel fisher discriminant analysis using leave-one-out cross validation. Neural Computation, 2006, 18(4): 961-978.

  2. Licheng Jiao, Qing Li. Kernel Matching Pursuit Classifier Ensemble. Pattern Recognition, 2006, 39(4): 587-594.

  3. Licheng Jiao, Jing Liu, Weicai Zhong. An Organizational Coevolutionary Algorithm for Classification. IEEE Transactions on Evolutionary Computation, 2006, 10(1): 67-80.

  4. Jing Liu, Weicai Zhong, Licheng Jiao. A multiagent genetic algorithm for constraint satisfaction problems. IEEE Trans. System, Man, and Cybernetics, Part B, 2006, 36(1): 54-73.

  5. Maoguo Gong, Haifeng Du, Licheng Jiao. Optimal approximation of linear systems by artificial immune response. Science in China: Series F Information Sciences, 2006, 49(1): 63 - 79.

2005:

  1. Wentao Huang, Licheng Jiao, Shan Tan, Maoguo Gong. Response Analysis of Neural Population with Synaptic Depression. The Nineteenth Annual Conference on Neural Information Processing Systems (NIPS 2005).

  2. Haifeng Du, Maoguo Gong, Ruochen Liu, Licheng Jiao. Adaptive chaos clonal evolutionary programming algorithm. Science in China Series F-Information Sciences, 2005, 48(5): 579-595.

  3. Haifeng Du, Maoguo Gong, Licheng Jiao, Ruochen Liu. A novel artificial immune system algorithm for high-dimensional function numerical optimization. Progress in Natural Science, 2005, 15(5): 463-471.

  4. Ruochen Liu, Licheng Jiao, Haifeng Du. Clonal strategy algorithm based on the immune memory. Joural of Computer Science and Technology, 2005, 20(5): 728-734.

  5. L. Zhang, W.D. Zhou, L.C. Jiao, Support vector machines based on the orthogonal projection kernel of father wavelet. International Journal of Computational Intelligence and Applications. 2005, 5(3): 283-303.

2004:

  1. Li Zhang, Weida Zhou, Licheng Jiao. Hidden space support vector machines. IEEE Transactions on Neural Networks, 2004,15 (6): 1424-1434.

  2. Li Zhang, Weida Zhou, Licheng Jiao. Wavelet Support Vector Machine. IEEE Transactions on System, Man, and Cybernetics, Part B, 2004, 34(1): 34-39.

  3. Weicai Zhong, Jing Liu, Mingzhi Xue, Licheng Jiao. A multiagent genetic algorithm for global numerical optimization. IEEE Transactions on System, Man, and Cybernetics, Part B, 2004, 34(2): 1128-1141. 

  4. Weida Zhou, Li Zhang, Licheng Jiao. Linear programming support vector machines. Pattern Recognition, 35(12) 2002: 2927-2936.

  5. Jiao Licheng, Pan Jin, and Fang Yangwang. Multiwavelet neural network and its approximation properties. IEEE Transactions on Neural Networks, 2001, 12(5): 1060-1066.

  6. Licheng Jiao and Lei Wang. A novel genetic algorithm based on immune. IEEE Trans. on System, Man, and Cybernetics-Part A, vol.30, 2000: 1-10.

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