张德富

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E-mail:
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研究方向:
教授、博士生导师
dfzhang {at} xmu.edu.cn
大数据、计算智能、知识图谱、深度学习

【个人简介】

在湘潭大学数学系本硕连读,华中科技大学博士毕业,国防科大与东南融通企业博士后。入选2017年厦门“双百计划”领军型创业人才,闽江科学传播学者, 厦门市科技经济促进会高级顾问,中国大数据学术创新百人,公益慈善中国行专家。建国70周年&2019年中国农产品服务推广最具影响力领军人物。美国威斯康星-Madison分校、香港城市大学、澳门大学访问学者。

发表了60多篇SCI论文,Google H-index=32。承担华为、国家自然科学基金等大数据和人工智能项目10多项。创立我知盘中餐和红树林公益教育平台。多次受邀奔赴国内外机构做学术报告和公益讲座。

【学术兼职】

  • 中国计算机学会通讯委员

  • 中国混合智能专委会委员

  • 福建计算机学会理事

【主讲课程】

  • 算法设计与分析, 本科,2003至今

  • ACM兴趣班,本科,2004-2008年

  • 高性能算法,研究生,2005-2016年

  • 数据挖掘,研究生,2011-2017年

  • 近似算法,博士生,2011-2016年

  • IT创新创业与实践,本科生,2017年至今

【学生】

  • 2019级 博士生:朱中杭;研究生:阳名钢,杨莉,陈健,周豪

  • 2018级 博士生:陈俊德,ZEB;研究生:陈嘉俊,颜颖靖,李梦亭,万雯赟

  • 2017级 博士生:雷振风,洪绍辉,陕振沛;研究生:陈欢(腾讯)、江建烽(亚马逊),李凯(阿里),刘展(中国电信广州研究院),陈梦烦(腾讯),陈梦圆*(杭州滴滴),江莹莹*(厦航),吴江情*(腾讯),吴克强*(字节跳动),郭正寰*(腾讯),方永鸣*(厦航),林威洋*(厦航)

  • 2016级 博士生:彭贺,ANWAR,BUGINGO,Halefom;研究生:蔡思凡(新加坡国立大学读博),董芮冰(招银网络),刘衡(招银网络),吴茜(国网福建信通公司),谭婷*(腾讯)、李健真*(腾讯),钟舒妍*(Aibee),叶涛雨*(哈尔滨工业大学(深圳)理学院研究助理)

  • 2015级 博士生:黄添林,Yaser;研究生:车玉馨(新加坡国立大学读博),宋博文(腾讯),朱源*(杭州之江实验室),王嘉廉(厦门美图),林焕新*(厦门美图),马英东(北京滴滴)

  • 2014级 博士生:MUHETO;研究生:叶馥榕(读博),黄粲(腾讯),张羽中(阿里巴巴),邓大博(招银网络),孟静*(美团)

  • 2013级 研究生:吴鸿腾(美团),陈佳晶(百度),陈晓锋(美团->动感字节)

  • 2012级 研究生:林阿弟(悉尼科技大学读博),万珊红(银行),尤镇(阿里巴巴-> 美团->动感字节)

  • 2011级 研究生:洪诗保(新加坡),蔡淇森(阿里巴巴->腾讯->美图),洪绍辉(读博)

  • 2009级 研究生:张真真(香港科技大学->新加坡国立大学),项光特(百度)

  • 2008级 研究生:吴博(建设银行厦门研发中心),林阳斌(Google->厦门大学读博->集美大学),华娴(华为海外IT部)

  • 2007级 研究生:郑捷敏(网宿科技-> 阿里巴巴),周细岳(广州万联证券)

  • 2006级 研究生:彭煜(香港大学-> RocketFuel Retargeting Company->DataBricks(美国),陈竞驰(香港大学-> RocketFuel Retargeting Company->Google),刘永凯(Teradata->阿里巴巴),蓝祺花(仰恩大学)

  • 2005级 研究生:魏丽军(香港城市大学博士->广东工业大学百人计划教授),陈青山(建设银行厦门研发中心)

  • 2004级 研究生:刘艳娟(北京康宏金融集团),陈胜达(三五互联)

  • 2003级 研究生:熊腾科(加拿大)

【获奖情况】

  • 2019首届中国高校“人工智能+”大学生创新创业创造大赛特等奖

  • 指导厦门大学我知盘中餐团队获得2018年互联网+大学生创新创业大赛金奖

  • 指导厦门大学研究生团队获得2018年全国研究生移动终端大赛一等奖

  • 指导厦大学生获第七届金程杯2018全国大学生模拟企业家商业竞赛全国总冠军

  • 指导厦门大学研究生团队获得2014年全国spark开发者竞赛冠军

  • 指导厦门大学学生参加ACM/ICPC竞赛获得3金、8银、1次世界总决赛

【著作】

[1] 2009,算法设计与分析,国防工业出版社出版

[2] 2007,算法设计与分析(高级教程),国防工业出版社出版

【专利】

  • 软件著作权:娱学科技——智慧考勤系统,2018

  • 软件著作权:娱学科技——智慧点评系统,2018

  • 软件著作权:首席装箱系统,2009

【发表论文】

[1] Tianlin Huang; Lvqing Bi; Ning Wang; Defu Zhang*; AutoFM: an efficient factorization machine model via probabilistic auto-encoders. Neural Computing and Applications, 2021, Article in Press. DOI: 10.1007/s00521-021-05705-4

[2] Junde Chen; Defu Zhang; Y Nanehkaran; Research of power load prediction based on boost clustering. Soft Computing, 2021; DOI: 10.1007/s00500-021-05632-5

[3] Yaser A. Nanehkaran; Defu Zhang*; S. Salimi; Junde Chen; Yuan Tian & Najla Al-Nabhan; Analysis and comparison of machine learning classifiers and deep neural networks techniques for recognition of Farsi handwritten digits. The Journal of Supercomputing, 2021,77:3193–3222.

[4] Emmanuel Bugingo; Defu Zhang; Zhaobin Chen; Wei Zheng; Towards decomposition based multi-objective workflow scheduling for big data processing in clouds. Cluster Computing, 2021,24(1): 115-139.

[5] Adnan Zeb; Anwar Ul Haq; Defu Zhang*; Junde Chen; Zhiguo Gong; KGEL: A novel end-to-end embedding learning framework for knowledge graph completion. Expert Systems with Applications,2021,167: 114164

[6] Anwar Ul Haq; Adnan Zeb; Zhenfeng Lei; Defu Zhang*; Forecasting daily stock trend using multi-filter feature selection and deep learning. Expert Systems with Applications, 2021,168: 114444.

[7] Junde Chen; Defu Zhang*; Adnan Zeb; Yaser Ahangari Nanehkaran; Identification of rice plant diseases using lightweight attention networks. Expert Systems with Applications, 2021, 169: 114514.

[8] Ling Zheng; Fei Chao; Neil Mac Parthaláin; Defu Zhang; Qiang Shen; Feature grouping and selection: A graph-based approach. Information Sciences, 2021, 546: 1256-1272.

[9] Junde Chen; Jinxiu Chen; Defu Zhang*; Yaser Ahangari Nanehkaran; Yuandong Sun; A cognitive vision method for the detection of plant disease images. Machine Vision & Applications, 2021, 32(1): 31.

[10] Junde Chen; Defu Zhang*; Yaser Nanehkarana; Dele Li; Detection of rice plant diseases based on deep transfer learning. Journal of The Science of Food and Agriculture, 2020, 100(7):3246-3256.

[11] Junde Chen; Jinxiu Chen; Defu Zhang*; Yuandong Sun; Yaser A Nanehkaran. Using deep transfer learning for image-based plant disease identification. Computers and Electronics in Agriculture, 2020, 173: 105393.

[12] Zhenfeng Lei; Yuan Sun; Yaser Ahangari Nanehkaran; Shuangyuan Yang; Md. Saiful Islam; Huiqing Lei; Defu Zhang*; A novel data-driven robust framework based on machine learning and knowledge graph for disease classification. Future Generation Computer Systems,2020,102, 534-548.

[13] Zhenfeng Lei; Anwar Ul Haq; Mohsen Dorraki; Defu Zhang*; Derek Abbott. Composing recipes based on nutrients in food in a machine learning context. Neurocomputing,2020, 415: 382-396.

[14] Junde Chen; Defu Zhang*; Yaser Ahangari Nanehkaran; Identifying plant diseases using deep transfer learning and enhanced lightweight network. Multimedia Tools & Applications, 2020,79(41-42): 31497-31515.

[15] Tianlin Huang; Defu Zhang; Lvqing Bi; Neural embedding collaborative filtering for recommender systems. Neural Computing & Applications, 2020, 32(22): 17043-17057.

[16] Junde Chen; Hua-Yi Yin; Defu Zhang*; A self-adaptive classification method for plant disease detection using GMDH-Logistic model. Sustainable Computing Informatics & Systems, 2020, 28: 100415.

[17] Francis George C. Cabarle; Ren Tristan A. de la Cruz; Dionne Peter P. Cailipan; Defu Zhang; Xiangrong Liu; Xiangxiang Zeng; On solutions and representations of spiking neural P systems with rules on synapses. Information Sciences, 2019,501: 30-49.

[18] Junde Chen; Anwar Ul Haq; Defu Zhang*; Block-based automatic road defect recognition approach. Journal of Electronic Imaging, 2019,28(05): 053023.

[19] He Peng; Xiangxiang Zeng; Yadi Zhou; Defu Zhang; Ruth Nussinov; Feixiong Cheng; A component overlapping attribute clustering (COAC) algorithm for single-cell RNA sequencing data analysis and potential pathobiological implications. PLoS computational biology, 15 (2), e1006772.

[20] Hang Xu; Wenhua Zeng; Defu Zhang; Xiangxiang Zeng; MOEA/HD: A Multiobjective Evolutionary Algorithm Based on Hierarchical Decomposition. IEEE transactions on cybernetics, 2019, 49(2): 517-526.

[21] Dichao Li; Zhiguo Gong; Defu Zhang; A Common Topic Transfer Learning Model for Crossing City POI Recommendations. IEEE transactions on cybernetics, 2019, 49 (12), 4282-4295.

[22] Tao Wu; Fan Xiao; Canrong Zhang; Defu Zhang; Zhe Liang; Regression and extrapolation guided optimization for production–distribution with ship–buy–exchange options. Transportation Research Part E: Logistics and Transportation Review, 2019, 129, 15-37.

[23] Lijun Wei; Zhenzhen Zhang; Defu Zhang; Stephed CH Leung; A simulated annealing algorithm for the capacitated vehicle routing problem with two-dimensional loading constraints. European Journal of Operational Research, 2018, 265 (3), 843-859.

[24] Yain-Whar Si; Veng-Ian Chan; Marlon Dumas; Defu Zhang; A Petri Nets based Generic Genetic Algorithm framework for resource optimization in business processes. Simulation Modelling Practice and Theory, 2018,86, 72-101.

[25] Jingyuan Liu; Yain-Whar Si; Defu Zhang; Ligang Zhou; Trend following in financial time series with multi-objective optimization. Applied Soft Computing, 2018,66:149-167.

[26] Defu Zhang; Ruibing Dong; Yain-Whar Si; Furong Ye; Qisen Cai; A hybrid swarm algorithm based on ABC and AIS for 2L-HFCVRP. Applied Soft Computing, 2018, 64: 468-479.

[27] Yi-Ping Cui; Yi Yao; Defu Zhang; Applying triple-block patterns in solving the two-dimensional bin packing problem. Journal of the Operational Research Society, 2018,69 (3), 402-415.

[28] Bili Chen; Yangbin Lin; Wenhua Zeng; Hang Xu; Defu Zhang; The mean-variance cardinality constrained portfolio optimization problem using a local search-based multi-objective evolutionary algorithm. Applied Intelligence, 47(2): 505-525 (2017).

[29] Defu Zhang; Sifan Cai; Furong Ye; Yain-Whar Si; Trung Thanh Nguyen; A hybrid algorithm for a vehicle routing problem with realistic constraints. Information Sciences, 2017,394: 167-182.

[30] Hongteng Wu; Stephen C.H. Leung; Yain-whar Si; Defu Zhang*; Adi Lin; Three-stage heuristic algorithm for three-dimensional irregular packing problem. Applied Mathematical Modelling, 2017, 41:431–444.

[31] Defu Zhang; Yuxin Che; Furong Ye; Yain-Whar Si; Stephen C. H. Leung; A hybrid algorithm based on variable neighbourhood for the strip packing problem. Journal of Combinatorial Optimization, 2016, 32(2):513-530.

[32] Can Huang; Defu Zhang*; Yain-Whar Si; Stephen C. H. Leung; Tabu search for the real-world carpooling problem. Journal of Combinatorial Optimization, 2016, 32(2):492-512.

[33] Furong Ye; Liming Zhang; Defu Zhang*; Hamido Fujita; Zhiguo Gong; A novel forecasting method based on multi-order fuzzy time series and technical analysis. Information Sciences, 2016, 367–368: 41-57.

[34] Yain-Whar Si; Kin-Kuan Hoi; Robert P. Biuk-Aghai; Simon Fong; Defu Zhang; Run-based exception prediction for workflows. Journal of Systems and Software,2016,113: 59-75.

[35] Defu Zhang; Leyuan Shi; Stephen C.H. Leung; Tao Wu; A priority heuristic for the guillotine rectangular packing problem, Information Processing Letters, 2016,116(1):15-21.

[36] Bili Chen; Yangbin Lin;Wenhua Zeng;Defu Zhang; Yain-Whar Si; Modified differential evolution algorithm using a new diversity maintenance strategy for multi-objective optimization problem. Applied Intelligence, 2015, 43(1):49-73.

[37] Lijun Wei; Zhenzhen Zhang; Defu Zhang; Andrew Lim; A variable neighborhood search for the capacitated vehicle routing problem with two-dimensional loading constraints. European Journal of Operational Research, 2015,243(3) :798–814.

[38] Zhen You; Yain-Whar Si; Defu Zhang*; XiangXiang Zeng; Stephen C.H. Leung; Tao Li. A Decision-Making Framework for Precision Marketing. Expert Systems With Applications,2015, 42(7) : 3357-3367.

[39] Qisen Cai; Defu Zhang*; Wei Zheng; Stephen C.H. Leung; A new fuzzy time series forecasting model combined with ant colony optimization and auto-regression. Knowledge-Based Systems, 2015, 74(1):61-68.

[40] Shaohui Hong; Defu Zhang*; Hoong Chuin LAU; XiangXiang Zeng; Yain-Whar Si. A hybrid heuristic algorithm for the 2D variable-sized bin packing problem. European Journal of Operational Research, 2014, 238(1):95-103.

[41] Bili Chen; Wenhua Zeng; Yangbin Lin; Defu Zhang; A New Local Search-based Multiobjective Optimization Algorithm. IEEE Transactions on Evolutionary Computation, 2015, 19(1):50 - 73.

[42] Defu Zhang; Lijun Wei; Stephen C. H. Leung; Qingshan Chen; A Binary Search Heuristic Algorithm Based on Randomized Local Search for the Rectangular Strip Packing Problem. INFORMS Journal on Computing,2013, 25(2):332-345.

[43] Stephen C.H. Leung; Zhenzhen Zhang; Defu Zhang*; Xian Hua; Ming K. Lim; A meta-heuristic algorithm for heterogeneous fleet vehicle routing problems with two-dimensional loading constraints. European Journal of Operational Research, 2013,225:199-210.

[44] Defu Zhang; Yu Peng; Stephen C.H. Leung; A heuristic block-loading algorithm based on multi-layer search for the container loading problem. Computers & Operations Research, 2012,39(10):2267-2276.

[45] Stephen C.H.Leung; Defu Zhang*; Changle Zhou; Tao Wu; A hybrid simulated annealing metaheuristic algorithm for the two-dimensional knapsack packing problem. Computers and Operations Research,2012,39(1):64-73.

[46] Stephen C.H.Leung; Yangbin Lin; Defu Zhang*; Extended local search algorithm based on nonlinear programming for two-dimensional irregular strip packing. Computers &Operations Research, 2012, 39(3): 678-686.

[47] 张德富;彭煜;张丽丽;求解三维装箱问题的多层启发式搜索算法.计算机学报, 2012,12: 2553-2561.

[48] Stephen C.H.Leung; Defu Zhang*; A fast layer-based heuristic for non-guillotine strip packing. Expert Systems with Applications, 2011,38(10):13032-13042.

[49] Stephen C.H. Leung; Defu Zhang*; Kwang Mong Sim; A two-stage intelligent search algorithm for the two-dimensional strip packing problem. European Journal of Operational Research, 2011, 215(1): 57-69.

[50] Yongkai Liu; Defu Zhang*; Francis Y. L. Chin; A clique-based algorithm for constructing feasible timetables. Optimization Methods and Software, 2011,26(2): 281-294.

[51] Wu Tao; Defu Zhang; He Yan; A novel mixed integer programming formulation and progressively stochastic search for capacitated lot sizing. Journal of Systems Science and Systems Engineering, 2011, 1-20.

[52] Stephen C. H. Leung; Jiemin Zheng; Defu Zhang*; Xiyue Zhou. Simulated annealing for the vehicle routing problem with two-dimensional loading constraints. Flexible Services and Manufacturing Journal,2012, 22(1-2):61-82.

[53] Stephen C.H.Leung; Xiyue Zhou; Defu Zhang*; Jiemin Zheng; Extended guided tabu search and a new packing algorithm for the two-dimensional loading vehicle routing problem. Computers and Operations Research,38(1) :205-215.

[54] Defu Zhang; Xiyue Zhou; Stephen C.H. Leung; Jiemin Zheng; Vertical Bagging Decision Trees Model for Credit Scoring. Expert Systems with Applications, 2010,37(12): 7838-7843.

[55] Defu Zhang; Yongkai Liu; Rym M’Hallah and Stephen C.H. Leung. A Simulated Annealing with a New Neighborhood Structure Based Algorithm for High School Timetabling Problems. European Journal of Operational Research, 2010, 203:550-558.

[56] 张德富; 彭煜; 朱文兴; 陈火旺; 求解三维装箱问题的混合模拟退火算法. 计算机学报, 2009,32(11) : 3147-2156.

[57] 张德富;陈竞驰;刘永凯; 陈火旺; 用于二维不规则排样的离散临界多边形模型. 软件学报, 2009,20(6):1511-1520.

[58] Lijun Wei; Defu Zhang*; Qingshan Chen; A least wasted first heuristic algorithm for the rectangular packing problem. Computers & Operations Research, 2009,36(5) :1608-1614.

[59] 张德富; 韩水华; 叶卫国;求解矩形packing问题的砌墙式启发式算法. 计算机学报, 2008,23(3):509-515.

[60] 张德富; 魏丽军; 陈青山; 陈火旺; 三维装箱问题的组合启发式算法.软件学报, 2007,18(9):2083-2089.

[61] Defu Zhang; Shengda Chen; Yanjuan Liu; An improved heuristic recursive strategy for genetic algorithm of the orthogonal packing of rectangles. ACTA AUTOMATICA SINICA(自动化学报) , 2007,33(9) : 911-916.

[62] Defu Zhang; Yan Kang; Ansheng Deng; A new heuristic recursive algorithm for the strip rectangular packing problem. Computers & Operations Research, 2006,33(8) :2209-2217.

[63] 张德富;李新;求解圆形packing问题的拟人退火算法. 自动化学报, 2005,31(4):590-595.

[64] Defu Zhang; AnSheng Deng; An effective hybrid algorithm for the problem of packing circles into a larger containing circle. Computers & Operations Research, 2005,32(8) :1941−1951.

[65] Wenqi Huang; Defu Zhang*, Houxiang Wang; An algorithm based on tabu search for satisfiability problem. Journal of Computer Science and Technology(计算机科学与技术), 2002,17(3) :340−346.

[66] 张德富;黄文奇;汪厚祥;求解 SAT 问题的拟人退火算法.计算机学报,2002, 25(2) :148−152.