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个人简介

于2012年7月加入华侨大学计算机科学与技术学院软件工程系。主讲计算机导论、离散数学、算法设计与分析等本科课程,以及计算机算法设计与分析等研究生课程。自2003年9月至2007年6月就读于湖南大学数学与计量经济学院信息科学与技术专业,获得理学学士学位。自2007年9月至2012年6月在中山大学信息科学与技术学院计算机软件与理论专业进行硕博连读,获得工学博士学位。现为华侨大学网络信息安全创新团队核心成员之一,并担任学校/学院程序设计比赛训练队教练。目前主持国家自然科学基金项目1项,福建省自然科学基金项目1项,华侨大学引进人才项目1项,并参与多项国家自然科学基金项目。在国内外知名期刊和学术会议上发表论文二十余篇,均被SCI和EI检索,并担任多个期刊和会议的审稿工作。 在研项目: 1. 华侨大学中青年教师培育计算2016-2020 主持 2. 国家自然科学基金青年项目(61305085)2014-2016 主持 3. 福建省自然科学基金青年创新项目 2014-2016 主持 4. 华侨大学高层次引进人才项目 2013-2014 主持 5. 华侨大学科技创新团队和领军人才支持计划(培育型) 2014-2017 核心成员 6. 国家自然科学基金面上项目 (61572204) 2016-2019 参与 7. 国家自然科学基金联合项目 (U1536115) 2016-2019 参与 8. 国家自然科学基金面上项目 (61572206)2016-2019 参与 9. 国家自然科学基金青年项目 (61300138)2014-2016 参与 科研项目列表 1. 基于机器学习技术的差分演化算法研究; 2. 基于进化信息挖掘和利用框架的差分演化算法研究;

研究领域

主要从事智能算法及其应用、数据挖掘等方面的研究工作

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Guo Sun (研究生), Yiqiao Cai(#)(*), Differential evolution with dynamic neighborhood learning strategy based mutation operators, Int. J. Computational Science and Engineering, In press. (EI) Meng Zhao(研究生), Yiqiao Cai(#)(*), Intelligent selection of parents for mutation in differential evolution, Int. J. Computational Science and Engineering, In press. (EI) Yiqiao Cai(#)(*),Jingliang Liao(研究生),Tian Wang,Yonghong Chen,Hui Tian,Social learning differential evolution,Information Sciences, 2016, (SCI 二区) Y. Cai*, M. Zhao (14级研究生), J. Liao, T. Wang, H. Tian, Y. Chen, Neighborhood guided differential evolution, Soft Computing, 2016, DOI 10.1007/s00500-016-2088-z, (SCI 三区) Y. Zhou, J. Wang, Y. Zhou, Z. Qiu, Z. Bi, Y. Cai, Differential evolution with guiding archive for global numerical optimization, Applied Soft Computing, 2016, 43: 424-440 (SCI 二区) Yiqiao Cai*, Jiahai Wang, Yonghong Chen, Tian Wang, Hui Tian, Wei Luo, Adaptive direction information in differential evolution for numerical optimization, Soft Computing, 2016, 29(2): 465-494 (SCI 三区) Yiqiao Cai*, Yonghong Chen, Tian Wang, Hui Tian, Improving differential evolution with a new selection method of parents for mutation, Frontiers of Computer Science,2016, 10(2): 246-269 (SCI & EI) Yiqiao Cai*, Jiahai Wang, Differential evolution with hybrid linkage crossover, Information Sciences, 2015, 320(1): 244-287 (SCI二区) Jingliang Liao (研究生), Yiqiao Cai*, Yonghong Chen, Tian Wang, Hui Tian Differential Evolution Enhanced with Composite Population Information Based Mutation Operators, Journal of Digital Information Management 2015, 13(4), 210-223 (EI) Jingliang Liao (研究生),Yiqiao Cai*, Tian Wang, Hui Tian, Yonghong Chen, Cellular direction information based differential evolution for numerical optimization: an empirical study, Soft Computing, 2015, 10.1007/s00500-015-1682-9 (SCI 三区) Zewu Peng, Jingliang Liao (研究生), Yiqiao Cai*, Differential evolution with distributed direction information based mutation operators: an optimization technique for big data, Journal of Ambient Intelligence and Humanized Computing, 2015, 6(4): 1-14 (SCI &EI) Ye-Wang Chen, Jiong-Liang Wang, Yi-Qiao Cai, Ji-Xiang Du, A method for Chinese text classification based on apparent semantics and latent aspects, Journal of Ambient Intelligence and Humanized Computing, 2015, 6(4):1-8 (SCI &EI) Jin Gou, Wang-Ping Guo, Feng Hou, Cheng Wang, Yi-Qiao Cai, Adaptive differential evolution with directional strategy and cloud model, Applied Intelligence, 42 (2), 369-388, 2015. (SCI &EI) Jiahai Wang, Yiqiao Cai, Multiobjective evolutionary algorithm for frequency assignment problem in satellite communications, Soft Computing, 19(5), 1229-1253, 2015. (SCI 三区) Jiahai Wang, Jianjun Liao, Ying Zhou, Yiqiao Cai, Differential evolution enhanced with multiobjective sorting-based mutation operators, IEEE Transactions on Cybernetics, 44(12), 2792 – 2805, 2014 (SCI二区) Yiqiao Cai*, Jixiang Du, Weibin Chen, Enhancing the search ability of differential evolution through competent leader, Int. J. High Performance Systems Architecture, 5(1), 50-62, 2014. (EI) Yiqiao Cai, Jiahai Wang, Differential Evolution with neighborhood and direction information for numerical optimization. IEEE Transactions on Cybernetics, 43 (6), 2202 -2215, 2013. (SCI 二区) Yiqiao Cai, Jiahai Wang, Jian Yin, Learning-enhanced differential evolution for numerical optimization, Soft Computing, 6 (2), 303-330, 2012. (SCI 三区) Jiahai Wang, Ying Zhou, Yiqiao Cai, Jian Yin, Learnable tabu search guided by estimation of distribution for maximum diversity problems, Soft Computing, 16 (4), 711-728, 2012. (SCI 三区) Yiqiao Cai, Jiahai Wang, Jian Yin, Memetic clonal selection algorithm with EDA vaccination for unconstrained binary quadratic programming problems, Expert Systems with Applications, 38 (6), 7817-7827, 2011. (SCI 三区) Jiahai Wang, Yiqiao Cai, Jian Yin, Multi-start stochastic competitive Hopfield neural network for frequency assignment problem in satellite communications, Expert Systems with Applications, 38 (1), 131-145, 2011. (SCI 三区) Jiahai Wang, Yiqiao Cai, Discrete particle swarm optimization based on estimation of distribution for terminal assignment problems, Computers & Industrial Engineering, 60 (4), 566-575, 2011. (SCI 三区) Liao Jingliang (13级研究生), Yiqiao Cai*, Yonghong Chen, Tian Wang and Hui Tian, Improving differential evolution with ring topology-based mutation operators, In the 9th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, November 8-10, 2014, Guangzhou, China, pp.103- 109. (EI) Yiqiao Cai, Jixiang Du, Enhanced differential evolution with adaptive direction information, In proceedings of the 2014 IEEE Congress on Evolutionary Computation (CEC 2014), 305-312. (EI) Yiqiao Cai, Weibin Chen, Adaptive differential evolution with competent leaders, In Fourth International Conference on EIDWT 2013, pp. 204-210. (EI) Yiqiao Cai, Jiahai Wang, et al., Multi-start Stochastic Competitive Hopfield Neural Network for p-Median Problem. Advance in Neural Network – ISNN 2009, Lecture Notes in Computer Science, Volume 5551/2009, 75-83, 2009. (EI)

学术兼职

担任3PGCIC 2014分会的共同主席 担任EIDWT-2013, ITAOI2014等国际学术会议的程序委员会委员 担任Soft Computing, IEEE Transactions on Cybernetics, information sciences 等多个国际期刊的审稿人

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