Siwei Jiang    swjiang@ntu.edu.sg & amosonic@gmail.com

Division of Information Systems
School of Computer Engineering
Nanyang Technological University, Singapore

[Biography] [Experience] [Course] [Interest] [Project] [Thesis] [Publication] [Award] [Copyright] [Link]


 

Biography:

Siwei Jiang, work as lecturer in China University of Geosciences. Currently, he is a research fellow in School of Computer Engineering, Nanyang Technological University, Singapore. His research interests include evolutionary algorithm, data mining, multiagent system, trust and reputation system.

Experience:

           09/1999-06/2003: B.Sc. student in China University of Geosciences

           09/2003-06/2006: M.Sc. student in China University of Geosciences

           09/2008-06/2011: Ph.D. student in China University of Geosciences

           07/2006-12/2010: Lecturer in China University of Geosciences

           01/2011-07/2011: Research Assistant in Nanyang Technological University

           01/2011-04/2014: Ph.D. student in Nanyang Technological University

           04/2014-present:  Research Fellow in Nanyang Technological University

Course:

           Pattern Recognition (For Undergraduate Students in China University of Geosciences, 2006-2010)

Interest:

           Evolutionary Computation: Genetic Expression Programming, Particle Swarm Optimization, Differential Evolution, Pareto Adaptive, Multi-objective Evolutionary Algorithms, hypervolume, adaptation of operators and parameters.

           Data Mining: class probability estimation, probability-based classification, regression, cluster.

           Machine Learning: Bayesian learning, decision tree learning, k-nearest neighbor learning, support vector machine.

           Trust and Reputation Systems: BRS, TRAVOS, Personalized approach, iCLUB, Combinational trust model, trust alignment, Robustness of trust, etc.

Project:

           Kalman Filter by Evolutionary Algorithm: The project belongs to the national Eleven-Fifth plan. It aims to optimize the gesture and speed accuracy for Navigation by evolutionary algorithms. Rank 2. (2006.1-2009.12, 700,000)

           Data Mining of Uranium Deposits in Hyper Spectral Remote Sensing Information Extraction by Evolutionary Algorithm: The project belongs to the National High Technology Research and Development Program of China (863 Program). It aims to classify the miner category, predict the miner content by evolution algorithm and data mining methods. Rank 4. (2009.1-2010.12, 700,000)

           Multiobjective Evolutionary Algorithms and its application for Kalman Filter: The project was supported by the Research Foundation for Outstanding Young Teachers, China University of Geosciences under grant no. CUGQNL0911. Rank 1. (2009.1-2010.12, 25,000)

Thesis:

         Siwei Jiang, Multiagent evolutionary computation for complex problems, Nanyang Technological University, Singapore, 2014.

Publication:

Journal Articles:

1.        Siwei Jiang, Jie Zhang, Yew-Soon Ong, Liang Feng. Consistencies and Contradictions of Performance Metrics in Multiobjective Optimization. IEEE Transaction on Cybernetics. (Accepted, Matlab source code)

2.        Siwei Jiang, Jie Zhang. A Simple and Fast Hypervolume Indicator-based Multiobjective Evolutionary Algorithm. (to be appeared, Java source code)

3.        Siwei Jiang, Jie Zhang, Yew-Soon Ong. Multiobjective Optimization Based on Reputation. Information Sciences. (Accepted, Java source code)

4.        Siwei Jiang, Zhihua Cai,Dan Zeng, Qu Li and Yuanfang, Chen. Parallel Simulated Annealing Algorithm for Gene Expression Programming. Acta Electronica Sinica, vol. 33, No. 11, pp. 2017--2021, 2005. (Top Journal in China)

Conference Proceedings:

1.        Siwei Jiang, Jie Zhang, Yew-Soon Ong, A Pheromone-based Traffic Management Model for Vehicle Re-routing and Traffic Light Control, In Proceedings of the 13th International Conference on Autonomous Agents and Multiagent Systems, France, 2014 (AI top tier, AAMAS 2014, 29.4% of acceptance, 159/540)

2.        Athirai A. Irissappane, Siwei Jiang and Jie Zhang, A Biclustering-Based Approach to Filter Dishonest Advisors in Multi-Criteria E-Marketplaces, In Proceedings of the 13th International Conference on Autonomous Agents and Multiagent Systems, France, 2014 (AI top tier, AAMAS 2014, 29.4% of acceptance, 159/540)

3.        Siwei Jiang. Towards the Design of Robust Trust and Reputation Systems. In the Doctoral Consortium of the 23rd International Joint Conference on Artificial Intelligence, Beijing, 2013 (IJCAI 2013)

4.        Athirai A. Irissappane, Siwei Jiang and Jie Zhang. A Framework to Choose Trust Models for Different E-Marketplace Environments. In Proceedings of the 23rd International Joint Conference on Artificial Intelligence, Beijing, 2013 (AI top tier, IJCAI 2013, 28% of acceptance, 413/1473)

5.        Siwei Jiang, Jie Zhang, Yew-Soon Ong. An Evolutionary Model for Constructing Robust Trust Networks. In Proceedings of the 12th International Conference on Autonomous Agents and Multiagent Systems. America, 2013. (AI top tier, AAMAS 2013, 22.9% of acceptance, 140/612, Nomination of AAMAS 2013 Best Student Paper Award)

6.        Lizi Zhang, Siwei Jiang, Jie Zhang, Wee Keong Ng. Robustness of Trust Models and Combinations for Handling Unfair Ratings. In Proceedings of the IFIP WG 11.11 International Conference on Trust Management. Indian, 2012. (IFIPTM 2012)

7.        Chun-Wei Seah, Yew-Soon Ong, Ivor W. Tsang, Siwei Jiang. Pareto Rank Learning in Multi-objective Evolutionary Algorithms. In Proceedings of the IEEE Congress on Evolutionary Computation. Australian, 2012. (IEEE CEC 2012)

8.        Siwei Jiang, Jie Zhang, Yew-Soon Ong. A Multiagent Evolutionary Framework based on Trust for Multiobjective Optimization. In Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems. Spain, 2012. (AI top tier, AAMAS 2012, 20% of acceptance, 137/671)

9.        Siwei Jiang. A Multiagent Evolutionary Framework based on Trust for Multiobjective Optimization. In the Doctoral Mentoring Program of the 11th International Joint Conference on Autonomous Agents and Multiagent Systems. Spain, 2012. (AAMAS 2012)

10. Athirai Aravazhi Irissappane, Siwei Jiang and Jie Zhang. Towards a Comprehensive Testbed to Evaluate the Robustness of Reputation Systems against Unfair Rating Attack. In Proceedings of the International Conference on User Modeling, Adaptation and Personalization Workshop on Trust, Reputation and User Modeling (TRUM), 2012. (UMAP 2012)

11.    Siwei Jiang, Jie Zhang, Yew-Soon Ong. Asymmetric Pareto-adaptive Scheme for Multiobjective Optimization. In Proceedings of the 24th Australasian Joint Conference on Artificial Intelligence. Australian, 2011. (AI 2011)

12.    Siwei Jiang, Zhihua Cai, Jie Zhang, Zhihua Cai, Yew-Soon Ong. Multiobjective Optimization by Decomposition with Pareto-adaptive Weight Vectors. In Proceedings of the 7th International Conference on Natural Computation. Shanghai, China. (ICNC 2011)

13.    Siwei Jiang, Zhihua Cai. Faster Convergence and Higher Hypervolume for Multi-Objective Evolutionary Algorithms by Orthogonal and Uniform Design. In Proceedings of the 5th International Symposium on Intelligent Computation and Applications, Springer Press. China, 2010. (ISICA 2010)

14.    Siwei Jiang, Zhihua Cai. Enhance the Convergence and Diversity for epsilon-MOPSO by Uniform Design and Minimum Reduce Hypervolume. In Proceedings of the International Conference on Web Information Systems and Mining (WISM) and the International Conference on Artificial Intelligence and Computational Intelligence (AICI), Springer Press, China, 2009. (WISM-AICI 2009).

15.    Siwei Jiang, Zhihua Cai. A Novel Hybrid Particle Swarm Optimization for Multi-Objective Problems. In Proceedings of the International Conference on Web Information Systems and Mining (WISM) and the International Conference on Artificial Intelligence and Computational Intelligence (AICI), Springer Press, China, 2009. (WISM-AICI 2009).

16.    Siwei Jiang, Zhihua Cai. A New Differential Evolution for  Multi-objective Optimization by Uniform Design and Minimum Reduce Hypervolume. In proceedings of the 4th International Workshop on Natural Computing, Springer Press, Japan, 2009. (IWNC2009).

17.    Siwei Jiang, Zhihua Cai. Improve the Accuracy of One Dependence Augmented Naive Bayes by Weighted Attribute. In Proceedings of the 3rd International Symposium on Intelligent Computation and Applications, Springer Press, China, 2008. (ISICA 2008).

18.    L. Jiang, Z. Cai, D. Wang, and S. Jiang. Survey of Improving K-Nearest-Neighbor for Classification. In Proceedings of the 4th International Conference on Fuzzy Systems and Knowledge Discovery, IEEE Computer Society Press, China, 2007. (FSKD 2007).

19. Dan Zeng, Sifa Zhang, Zhihua Cai, Siwei Jiang, and Liangxiao Jiang. Augmented Naive Bayes Based on Evolutional Strategy. In Proceedings of the IEEE 4th International Conference on Intelligent Systems Design and Application, China, 2006. (ISDA 2006)

20. Dan Zeng, Sifa Zhang, Zhihua Cai, Siwei Jiang, and Liangxiao Jiang. A Novel One-dependence Estimator Based on Multi-parents. In Proceedings of the IEEE 4th International Conference on Intelligent Systems Design and Application, China, 2006. (ISDA 2006)

21.    Siwei Jiang, Zhihua Cai, Dan Zeng, Yadong Liu, Qu Li. Gene Expression Programming Based on Simulated Annealing. In Proceedings of the International Conference on Wireless Communications, Networking and Mobile Computing, Wuhan, China, 2005. (WCNMC 2005).

22.    Zhihua Cai, Siwei Jiang, Li Zhu, Yuanyuan Guo. A Novel Algorithm of Gene Expression Programming Based on Simulated Annealing. In Proceedings of International Symposium on Intelligence Computation and Applications, pp605-611, China, 2005.

23.    Zhihua Cai, Qu Li, Siwei Jiang. Symbolic regression based on GEP and its application in predicting the amount of gas emitted from coalface. In Proceedings of the International Symposium on Safety Science and Technology, Vol. IV. Science Press, China, 2004. (ISSST 2004).

24.    Qu Li, Zhihua Cai, Siwei Jiang, Li Zhu. Gene Expression Programming in the Prediction. In Proceedings of the 5th World Conference Intelligent Control and Automation. China, 2004. (WCICA 2004).

Award:

           IJCAI 2013 Scholarship: Travel grant support by IJCAI 2013 committee, China, 2013

           Nomination of AAMAS 2013 Best Student Paper Award: ^An Evolutionary Model for Constructing Robust Trust Networks ̄, AAMAS 2013 committee, American, 2013

           AAMAS 2013 Scholarship: Travel grant support by AAMAS 2013 committee, American, 2013

           AAMAS 2012 Scholarship: Travel grant support by AAMAS 2012 committee, Spain, 2012

           DragonVenture NTU Award: Awarded by DragonVenture and NTU (Nanyang Technological University), Singapore, 2012

           Research Scholarship in NTU: Awarded by Nanyang Technological University (NTU), Singapore, 2011-2013

           Advanced Workers: Awarded by China University of Geosciences, China, 2009

           Hubei Province Prize of Natural Science (the third level): Award by Hubei Province, China, 2007 (The fifth place, with Zhihua Cai, Li Zhu, Xuesong Yan, and Lianxiao Jiang)

           Graduate Model: Awarded by China University of Geosciences, China, 2005

           Scholarship of Zijin: Awarded by China University of Geosciences, China, 2005

           Excellent Graduate Student: Awarded by China University of Geosciences, China, 2003, 2006

           Post-graduate candidate exempt from the admission exam: China University of Geosciences, China, 2003

Software Copyright:

           Evolutionary Fiber Optic Gyro Data Processing System: it aims to describe the temperature model of fiber optic gyro by evolutionary algorithms, 2010. (2010SR014681)

           Evolutionary Kalman Filter System: it aims to optimize the navigation system (combine the fiber optic gyro and GPS) by evolutionary algorithms, 2010. (2010SR014680)

Link:

           Weka: Data Mining software in Java

           jMetal: Multiobjective Evolutionary Algorithms (MOEAs) platform in Java

           Computer Science Conference Rankings

           SCI Journals, EI Index, and SCIE and ISTP Index