王甲海

所属研究所、院系: 
大数据与计算智能研究所
职称: 
教授
E-mail: 
wangjiah@mail.sysu.edu.cn
办公地点: 
502I
教师简介: 

王甲海,男,博士,教授,博士生导师。

学院工会主席。

研究领域: 

Computational Intelligence (Evolutionary Computation, Neural Networks), Intelligent Data Mining and Machine Learning (Social Network Mining, Natural Language Processing). 欢迎联系我攻读硕士和博士(特别是直博和硕博连读)学位,以及申请博士后和特聘研究员职位,从事人工智能和数据挖掘方面的合作研究。

                                          

       

科研项目: 
  • National Natural Science Foundation of China (61673403, 61070076, 60805026)
  • 国家自然科学基金委员会-广东省人民政府大数据科学研究中心医疗大数据项目(U1611262)
  • 网络空间数据挖掘项目
  • 社交网络挖掘与情感分析
代表性论著: 
  • Jiahai Wang, Guanxi Liang, Jun Zhang, Cooperative differential evolution framework for constrained multiobjective optimization, IEEE Transactions on Cybernetics, 2018.
  • Jiahai Wang, Taiyao Weng, Qingfu Zhang, A two-stage multiobjective evolutionary algorithm for multiobjective multi-depot vehicle routing problem with time windows, IEEE Transactions on Cybernetics, 2018.
  • Jiahai Wang, Binzhong Chen, Shangce Gao, Zizhen Zhang, Yuren Zhou, Cooperative evolutionary framework with focused search for many-objective optimization, IEEE Transactions on Emerging Topics in Computational Intelligence, 2018.
  • Y. Zhou, M. Zhu, Jiahai Wang*, Z. Zhang, Y. Xiang, J. Zhang, Tri-goal evolution framework for constrained many-objective optimization, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2018.
  • Jiahai Wang, W. Ren, Z. Zhang, H. Huang, Y. Zhou, A hybrid multiobjective memetic algorithm for multiobjective periodic vehicle routing problem with time windows, IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2018.
  • Zizhen Zhang, Ming Liu, Chung-Yee Lee, Jiahai Wang, The quay crane scheduling problem with stability constraints, IEEE Transactions on Automation Science and Engineering, 2018.
  • Shangce Gao, Mengchu Zhou, Yirui Wang, Jiujun Cheng, Hanaki Yachi, Jiahai Wang, Dendritic neuron model with effective learning algorithms for classification, approximation and prediction,  IEEE Transactions on Neural Network and Learning Systems, 2018.
  • Yuren Zhou, Yi Xiang, Zefeng Chen, Jun He, Jiahai Wang, A scalar projection and angle based evolutionary algorithm for many-objective optimization problems, IEEE Transactions on Cybernetics, 2018.
  • Jian Sun, Shangce Gao, Hongwei Dai, Jiujun Cheng, MengChu Zhou, Jiahai Wang, Bi-objective elite differential evolution algorithm for multi-valued logic networks, IEEE Transactions on Cybernetics, 2018.
  • Jiahai Wang, Weiwei Zhang, Jun Zhang, Cooperative differential evolution with multiple populations for multiobjective optimization, IEEE Transactions on Cybernetics, vol.46, no.12, pp.2848-2861, 2016.
  • Jiahai Wang, Ying Zhou, Yong Wang, Jun Zhang, C.L. Philip Chen, and Zibin Zheng, Multiobjective vehicle routing problems with simultaneous delivery and pickup and time windows: formulation, instances and algorithms, IEEE Transactions on Cybernetics, vol.46, no.3, pp.582-594, 2016.
  • Jiahai Wang, Jianjun Liao, Ying Zhou, Yiqiao Cai, Differential evolution enhanced with multiobjective sorting based mutation operators, IEEE Transactions on Cybernetics, vol.44, no.12, pp.2792-2805, 2014.
  • Ying Zhou, Jiahai Wang*, A local search-based multiobjective optimization algorithm for multiobjective vehicle routing problem with time windows, IEEE Systems Journal, vol.9, no.3, pp.1100-1113, 2015.
  • Yalan Zhou, Jiahai Wang*, Yuren Zhou, Zhanyan Qiu, Zhisheng Bi, Yiqiao Cai, Differential evolution with guiding archive for global numerical optimization, Applied Soft Computing, vol.43, pp.424-440, 2016.
  • Wenhong Wei, Jiahai Wang*, Ming Tao, Constrained differential evolution with multiobjective sorting mutation operators for constrained optimization, Applied Soft Computing, vol.33, pp.207-222, 2015.
  • Jiahai Wang, Yiqiao Cai, Multiobjective evolutionary algorithm for frequency assignment problem in satellite communications, Soft Computing, vol.19, no.5, pp.1229-1253, 2015.
  • Yiqiao Cai, Jiahai Wang, Differential evolution with hybrid linkage crossover, Information Sciences, vol.320, pp.244-287, 2015.
  • Yiqiao Cai, Jiahai Wang*, Differential evolution with neighborhood and direction information for numerical optimization, IEEE Trans. Cybernetics, vol.43,no.6, pp.2202-2215,2013.
  • Jiahai Wang, Y. Zhou, J. Yin, Y. Zhang, Competitive Hopfield network combined with estimation of distribution for maximum diversity problems, IEEE Trans. Systems, Man, and Cybernetics-Part B: Cybernetics, vol.39, no.4, pp.1048-1066, Aug. 2009.
  • Y. Cai, Jiahai Wang*, J. Yin, Learning-enchanced differential evolution for numerical optimization, Soft Computing, vol.16, no.2, pp.303-330, 2012.
  • Jiahai Wang, Y. Zhou, et. al. Learnable tabu search guided by estimation of distribution for maximum diversity problems, Soft Computing, vol.16, no.4, pp.711-728, 2012.
  • Jiahai Wang, Yiqiao Cai et al., Discrete particle swarm optimization based on estimation of distribution for terminal assignment problems, Computers & Industrial Engineering,vol.60, no.4, pp.566-575, May 2011.
  • Jiahai Wang, Hopfield neural network based on estimation of distribution for two-page crossing number problem, IEEE Trans. on Circuits and Systems II: Express Briefs, vol.55, no.8, pp.797-801,2008.