姓名:徐华

职称:副教授,博士生导师

电子邮件:xuhua@tsinghua.edu.cn

电话:010-62796450

教育背景

工学学士 (计算机科学与技术), 西安交通大学, 中国, 1998;

工学硕士 (计算机应用技术), 清华大学, 中国, 2001;

工学博士 (计算机应用技术), 清华大学, 中国, 2003.

研究领域

基于演化计算的多目标优化

中文智能问答与多模态信息的情感分析(面向服务机器人智能交互)

高端装备的智能调度与先进工艺控制

研究概况

我的研究团队重点专注于基于演化计算的多目标优化、中文智能问答与多模态信息的情感分析(面向服务机器人智能交互)、高端装备的智能调度与先进工艺控制的应用研究等领域。在基于演化计算的多目标优化研究方面,我们专注于改进当前的基于多变量的分布式估计优化算法,以提高优化求解算法的收敛速度和优化解的质量。在中文智能问答与多模态信息的情感分析方面,我们主要针对当前机器人领域智能交互的迫切应用需求,基于自然语言处理和主流机器学习算法,开展(互联网)文本信息的情感分析、智能问答与文本挖掘方面的研究工作,让目前机器人在交互性上具有更加智能化的用户体验。在高端装备的智能调度与先进工艺控制的应用研发方面,我们针对标准化的集成电路制造装备,研发集束型的装备控制软件与平台。

上述研发成果已经在多个行业和工业领域得到深度应用,典型应用案例:

1)“天翼支付”旗下的“甜橙理财”智能在线客服(2017年1月上线运行)

2)小笨智能企业服务机器人(目前已经服务于上百家企业,几十个行业)

3)国内快递(中通,申通,圆通等)、金融(中信银行)行业的智能化快递催收机器人

4)国家税务总局智能咨询电话机器人(2019年上线)

5)美的集团美的熊机器人、北京公交集团路路机器人

6)华夏银行总行智能一体化运维系统

研究课题                                                                                                                                                                                         

国家02号科技重大专项子课题: PVD整机装备检测平台研发 (2009-2012);

国家02号科技重大专项子课题: 集束式控制平台与软件 (2009-2012);

国家02号科技重大专项子课题: 32-22nm栅刻蚀机传输平台调度方法研究(2011-至今);

国家973项目二级子课题: 社会感知数据处理的公共平台和验证系统(2012-2013);

国家973项目二级子课题: 社会感知数据处理的基础理论(2014-2016);

国家自然科学基金面上项目: 基于Agent的时间Petri网协作多机器人系统建模与性能评价方法研究 (2006-2007);

国家自然科学基金面上项目: 基于概率模型演化算法的协作多机器人系统学习与协调控制方法研究 (2009-2011);

国家自然科学基金面上项目: 基于混合式学习分类器的协作多机器人系统的调度控制方法研究(2012-2015);

国家自然科学基金面上项目: 复杂动态环境下基于分解的多目标演化先进机器人群组协作控制方法研究(2017-2020);

横向(企业委托): 集成电路装备通用控制软件平台研发(2010-2013);

横向(企业委托): 数据挖掘与可视分析技术研发(2014-2017);

横向(企业委托): 交易大数据趋势分析与预测技术研发(2014-2016);

横向(企业委托): 银行生产系统日志分析技术、交易指标相关性分析、交易量预测与合规智能化查验技术研发(2015-2016);

专项项目: **软件平台设计与研发等专项项目(2010-2013);

国际合作项目: 宝洁、安捷伦、西门子等国际合作项目12项(2008-2015).

主讲课程

1)《数据挖掘:方法与应用》(全校非信息类专业本科生课程,主讲,48学时,3学分)

2)《工业数据挖掘》(全校本科与研究生课程,主讲,32学时,2学分)

3)《智能移动机器人设计、编程与实践》(全校低年级本科生引导性实践课程,主讲,32学时,2学分)

4)《互联网产品设计》(2019年开设,培养产品经理的专业课程,主讲,32学时,2学分)

主编教材

1)《数据挖掘:方法与应用》,清华大学出版社,2014年

2) 《数据挖掘:方法与应用—应用案例》,清华大学出版社,2017年

3) 《大数据技术及行业应用》,北京邮电大学出版社,2016年

奖励与荣誉

1、科技获奖                                                                                                                                                                                  

中国物流与采购联合会科技发明一等奖——基于移动互联网O2O模式的物流多目标优化调度技术及应用(2015) ;

中国物流与采购联合会科技进步一等奖——国际大交通运输信息智能公共服务平台(2013);

国家科学技术进步二等奖——100nm高密度等离子刻蚀机研发与产业化 (2009);

北京市科学技术一等奖——100nm高密度等离子刻蚀机研发与产业化 (2008) ;

北京市科学技术奖二等奖——磁控溅射设备研发及产业化(2013) ;

北京市科学技术奖三等奖——集成电路制造装备标准化集束式控制与整机检测平台(2014);

重庆市科学技术奖三等奖——超大规模集成电路刻蚀工艺控制关键技术研究(2010).

2、教学获奖                                                                                                                                                                                  

清华大学教育教学成果一等奖(2016);

清华大学优秀教材特等奖(2016);

PAKDD 2011最佳论文奖(2011);

ACM GECCO最佳论文奖提名(2007/2010/2014/2015).

3、个人获奖                                                                                                                                                                                  

计算机系先进工作者(2010/2011/2012);

计算机系优秀共产党员(2013);

清华大学优秀教工党支部书记(2014).

 

学术成果

1、论文

期刊论文: 50篇                                                                                                                                                                              

[1] Fan Zhang, Hua Xu, Xiaoli Bai, On the Need of Hierarchical Classification: Detecting Implicit Features Using Constrained Topic Model, Intelligent Data Analysis,21(6)1393-1406 (2017.12) (SCI IF=0.772, DOI: 10.3233/IDA-163181, IDS Number: FN6UD, SCI: 000416150700007, EI: 20174804477388)

[2] Longxia Zhu,Hua Xu, Yunfeng, Xu Yi Xiao, Jia Li, Junhui Deng, Xiaomin Sun, Xiaoli Bai,A joint model of extended LDA and IBTM over streaming Chinese short texts,Intelligent Data Analysis,  (SCI IF:0.742)

[3]  XingWei He,Hua Xu, Jia Li, Liu He, Linlin Yu,FastBTM: Reducing the Sampling Time for Biterm Topic Model,Knowledge-based Systems,132:11-20(2017.9)(SCI IF=4.529, DOI: 10.1016/S1007-0214(10)70118-8, IDS Number: FC9TV, SCI: 000407184900002,EI: 20172503795146)

[4] Yuan Yuan, Yew Soon Ong, Abhishek Gupta, Hua Xu, Objective Reduction in Many-Objective Optimization: Evolutionary Multiobjective Approach and Critical Analysis, IEEE Transactions on Evolutionary Computation, 99(2017.2)( SCI IF = 10.629,DOI: 10.1109/TEVC.2017.2672668)  

[5] Yunfeng Xu, Hua Xu, Dongwen Zhang, Yan Zhang,Finding overlapping community from social networks based on community forest model, Knowledge-Based Systems,109: 238-255 (2016.10) (SCI IF= 4.529, DOI: 10.1016/j.knosys.2016.07.007,IDS Number: DW0AV, SCI: 000383304200020, EI: 20163102662922) 

[6] Jia Li ,Hua Xu, Suggest what to tag: Recommending more precise hashtags based on users’ dynamic interests and streaming tweet content, Knowledge-Based Systems,106:196-205(2016.8) (SCI IF= 4.529, DOI: 10.1016/j.knosys.2016.05.047,IDS Number: DR0ZA, SCI: 000379634200016, EI: 20162602531121)

[7] Wenhao Zhang, Jianqiu Ji,Jun Zhu, Jianmin Li, Hua Xu, Bo Zhang, BitHash: An Efficient Bitwise Locality Sensitive Hashing Method with Applications, Knowledge-Based Systems,97:40-47(2016.4)(SCI IF= 4.529 , DOI:10.1016/j.knosys.2016.01.022, IDS Number: DG9DA, SCI: 000372381800004,EI: 20160701945534)

[8] Yuan Yuan, Hua Xu, Bo Wang, Bo Zhang, Xin Yao, Balancing Convergence and Diversity in Decomposition-Based Many-Objective Optimizers, IEEE Transactions on Evolutionary Computation,20(2): 180-198 (2016.4) (SCI IF = 10.629 , DOI:10.1109/TEVC.2015.2443001, IDS Number:  DJ2IP, SCI: 000374028000002,EI: 20161702283554)

[9] Yuan Yuan, Hua Xu, Bo Wang, Xin Yao, A New Dominance Relation Based Evolutionary Algorithm for Many-Objective Optimization, IEEE Transactions on Evolutionary Computation,20(1):16-37(2016.2)(SCI IF = 10.629,DOI:10.1109/TEVC.2015.2420112, IDS Number: DE2DU, SCI: 000370437600002, EI: 20161402205257)

[10] Hua Xu, Weiwei Yang, Jiushuo Wang, Hierarchical Emotion Classification and Emotion Component Analysis on Chinese Micro-Blog Posts, Expert Systems With Application,42(22):8745-8752(2015.12)(SCI IF = 3.928,DOI: 10.1016/j.eswa.2015.07.028, IDS Number: CS2SW, SCI: 000361923100031,EI: 20153401196251,)

[11] Yunfeng Xu, Hua Xu, Dongwen Zhang, A novel disjoint community detection algorithm for social networks based on backbone degree and expansion,Expert Systems With Applications,42(21):8349-8360(2015.11)(SCI IF = 3.928, DOI: 0.1016/j.eswa.2015.06.042, IDS Number: CQ7HB, SCI: 000360772500089,EI: 20153301166687)

[12] Kai Gao, Hua Xu, Jiushuo Wang, A Rule-Based Approach to Emotion Cause Detection for Chinese Micro-blogs, Expert Systems with Applications, 42(9) :4517-4528(2015.6) (SCI IF = 3.928 ,DOI: 10.1016/j.eswa.2015.01.064, IDS Number: CF7PN, SCI:000352748900030, EI: 20150900576820)

[13] Yuan Wang, Hua Xu, Peifa Jia , Design and analysis of a network coding algorithm for ad hoc networks, Journal of Central South University (English version), 22(4):1358-1365(2015.4)( SCI IF = 0.601 ,DOI: 10.1007/s11771-015-2653-0, IDS Number: CF8ON, SCI: 000352821500024,EI: 20151700791687)

[14] Hua Xu,Fan Zhang,Wei Wang, Implicit Feature Identification in Chinese Reviews using Explicit Topic Mining Model, Knowledge-Based Systems,76:166-175(2015.3) (SCI IF= 4.529, DOI: 10.1016/j.knosys.2014.12.012, IDS Number:CC2OV, SCI: 000350185400013, EI: 20150300429077)

[15] Dongwen Zhang,Hua Xu,Zengcai Su,Yunfeng Xu,Chinese Comment Sentiment Classification Based on Word2vec and Svmperf, Expert Systems with Applications,42(4):1857-1863(2015.3)(SCIIF=3.928, DOI:10.1016/j.eswa.2014.09.011, IDS Number: AY4XY, SCI: 000347579500008, EI: 20144700233606)

[16] Yuan Yuan , Hua Xu , Multiobjective flexible job shop scheduling using memetic Algorithms, IEEE Transactions on Automation Science and Engineering, 12(1): 336-353(2015.1) (SCI IF= 3.502, DOI:10.1109/TASE.2013.2274517, IDS Number:AY6XH, SCI: 000347705600031, EI:20150300427228)  (Top 20 popular articles in IEEE TASE)

[17] Jingfei Du, Hua Xu , Xiaoqiu Huang, Box Office Prediction based on Microblog, Expert Systems with Applications, 41(4 Part 2):1680-1689(2014.3) (SCI IF= 3.928, DOI:10.1016/j.eswa.2013.08.065, IDS Number:293FD, SCI:000329955900016, EI:20134917045142)

[18] Weiyuan Li, Hua Xu ,Text-based Emotion Classification using Emotion Cause Extraction, Expert Systems with Applications,41(4 Part 2):1742-1749(2014.3) (SCI IF= 3.928, DOI:10.1016/j.eswa.2013.08.073, IDS Number:293FD, SCI:000329955900023, EI: 20134917045192)

[19] Hua Xu, Wei Wan, Wei Wang, Jun Wang, Jiadong Yang, Yun Wen, Comparison of parallelization strategies for min-sum decoding of irregular LDPC codes, Tsinghua Science and Technology, 18(6):577-587(2013.12)( SCI IF= 1.25, DOI:10.1109/TST.2013.6678903, IDS Number: V41EM, SCI: 000209529500004,EI:20141117456397,)

[20] Yuan Yuan , Hua Xu , An integrated search heuristic for large-scale flexible job shop scheduling problems, Computers & Operations Research, 40(12):2864-2877 (2013.12)  (SCI IF= 2.6 , DOI: 10.1016/j.cor.2013.06.010, IDS Number: 247IB, SCI:000326610000006, EI: 20133116563855)

[21] Jiadong Yang, Hua Xu, Peifa Jia, Effective Search for Genetic-based machine Learning Systems via Estimation of Distribution Algorithms and Embedded Feature Reduction Techniques, Neurocomputing,113:105-121(2013.8) (SCI IF= 3.317, DOI: 10.1016/j.neucom.2013.01.014, IDS Number:158ER, SCI:000319952700011, EI: 20132016333235)

[22] Yuan Yuan , Hua Xu , Jiadong Yang , A hybrid harmony search algorithm for the flexible job shop scheduling problem, Applied soft computing, 13(7):3259-3272 (2013.7) (SCI IF= 3.541, DOI:10.1016/j.asoc.2013.02.013, IDS Number:150RK, SCI: 000319408400007, EI: 20140617267122)

[23] Wei Wang,Hua Xu,Wei Wan, Implicit Feature Identification via Hybrid Association Rule Mining , Expert Systems with Applications, 40(9):3518–3531(2013.7)  (SCI IF= 3.928, DOI:10.1016/j.eswa.2012.12.060, IDS Number:112GS, SCI:000316581300020, EI: 20131116103770)

[24] Yuan Yuan , Hua Xu , Flexible job shop scheduling using hybrid differential evolution algorithms , Computers & Industrial Engineering, 65(2):246-260(2013.6) (SCI IF= 2.623 , DOI:10.1016/j.cie.2013.02.022, IDS Number:146NO, SCI:000319098000007, EI: 20131616219435)

[25] Hua Xu,Jiadong Yang, Peifa Jia, Yi Ding, Effective Structure Learning for Estimation of Distribution Algorithms via L1-Regularized Bayesian Networks , International Journal of Advanced Robotic Systems,10:1-14 (2013.1) (SCI IF= 0.987, DOI: 10.5772/54672, IDS Number:110OQ, SCI:000316454600003, EI:20130515967417)

[26] Wenhao Zhang,Hua Xu, Wei Wan, Weakness Finder: Find Product Weakness from Chinese Reviews by using Aspects based Sentiment Analysis, Expert Systems with Applications, 39(11):10283–10291 (2012.9) (SCI IF=3.928, DOI:10.1016/j.eswa.2012.02.166, IDS Number: 932OR, SCI:000303300900032, EI:20121514933175)

[27] Jiadong Yang, Hua Xu, Peifa Jia, Effective search for Pittsburgh learning classifier systems via estimation of distribution algorithms, Information Sciences, 198: 100-117(2012.9)(SCI IF= 4.832, DOI:10.1016/j.ins.2012.02.059, IDS Number:937AI, SCI: 000303631000006, EI: 20121614947462)

[28] Hua Xu, Yun Wen, Jixiong Wang, A fast-convergence distributed support vector machine in small-scale strongly connected networks, Frontiers of Electrical and Electronic Engineering in China,7(2):216-223 (2012.6) ( DOI: 10.1007/s11460-011-0172-9)

[29] Zhongwu Zhai, Bing Liu, Jingyuan Wang, Hua Xu, Peifa Jia,Product feature grouping for opinion mining,  IEEE Intelligent Systems,27(4):37-44(2012,7-8) (SCI IF= 2.374, DOI: 10.1109/MIS.2011.38, IDS Number: 988IK, SCI: 000307483700008, EI: 20123615407851)

[30] Wei Wang, Longqing Zou, Hua Xu, Bo Li, Peifa Jia, Lei Li, 基于SEMI标准的半导体工艺设备功能仿真系统设计(Design of semiconductor manufacturing equipment function simulation system based on SEMI standard), 电子科技大学学报(Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China),41(4): 599-604(2012.7)( DOI: 10.3969/j.issn.1001-0548.2012.04.024, EI: 20123715424333 )

[31] Wei Wan, Hua Xu, Wenhao Zhang, Xincheng Hu, Gang Deng, Questionnaires-based skin attribute prediction using Elman neural network, Neurocomputing, 74(17): 2834-2841 (2011.10) (SCI IF= 3.317 , DOI:10.1016/j.neucom.2011.03.040, IDS Number: 837OF, SCI:000296212400013, EI:20113814357580)

[32] Zhongwu Zhai, Hua Xu, Bada Kang, Peifa Jia, Exploiting effective features for Chinese sentiment classification, Expert Systems with Applications, 38(8): 9139-9146 (2011.8) (SCI IF =  3.928, DOI: 10.1016/j.eswa.2011.01.047, IDS Number: 759JV, SCI: 000290237500011, EI: 20111513899866,)

[33] Anqi Cui, Hua Xu, Peifa Jia, An Elman neural network-based model for predicting anti-germ performances and ingredient levels with limited experimental data, Expert Systems with Applications, 38(7):8186-8192 (2011.7) (SCI IF= 3.928, DOI: 10.1016/j.eswa.2010.12.164 , IDS Number: 743VV, SCI: 000289047700032, EI: 20111113737842)

[34] Jiadong Yang, Hua Xu, Li Pan, Peifa Jia, Fei Long, Ming Jie,Task scheduling using Bayesian optimization algorithm for heterogeneous computing environments, Applied soft computing. 11(4): 3297-3310 (2011.6) (SCI IF = 3.541, DOI: 10.1016/j.asoc.2010.11.029, IDS Number: 749YN, SCI: 000289508000003, EI: 20111613920445) 

[35] Zhongwu Zhai, Hua Xu, Peifa Jia, An empirical study of unsupervised sentiment classification of Chinese reviews, Tsinghua Science and Technology. 15(6): 702-708 (2010.12) (SCI IF =1.25,DOI:10.1016/S1007-0214(10)70118-8 ,EI: 20105013474683)

[36] Yun Wen, Hua Xu, Jiadong Yang, A heuristic-based hybrid genetic-variable neighborhood search algorithm for task scheduling in heterogeneous multiprocessor system, Information Sciences. 181(3): 567-581 (2011.2) (SCI IF = 4.832, DOI: 10.1016/j.ins.2010.10.001, IDS Number: 692AD, SCI: 000285123000013, EI: 20104713413034)

[37] 顼改燕,徐华,翟忠武,葛庆平,基于Gabor滤波器和BP神经网络的人脸皮肤皱纹区域自动识别(Human facial wrinkles recognition based on Gabor filter and BP neural network), 计算机应用(Journal of Computer Applications), 30(2): 430-432 (2010.2) (DOI:10.3724/SP.J.1087.2010.00430)

[38] Yunpeng Cai , Hua Xu, Xiaomin Sun , Peifa Jia, Zehua Liu (刘泽华), Duple-EDA and sample density balancing, Science in China Series F: Information Sciences, 52(9): 1640-1650 (2009.9) (SCI IF =  0.656,DOI: 10.1007/s11432-009-0140-7, IDS Number: 495NK, SCI: 000269899800010)

[39] Xingli Huang , Hua Xu, Peifa Jia, Fuzzy timed agent based Petri nets for modeling cooperative multi-robot systems, International Journal of Communications, Networks and System Sciences, 2(9): 827-835 (2009.12) ( DOI: 10.4236/ijcns.2009.29096)

[40] Hua Xu, Peifa Jia, BDI agents using evolving artificial neural network for intelligent planning in etching tools, Journal of Harbin Institute of Technology (New Series) 14(Suppl. 2): 135-138 (2007.1) (EI: 20072210627324)

[41] 王伟,赵雁南,徐华,贾培发, 基于面向服务架构的分布式开放控制系统(A distributed open control system based on service oriented architecture), 高技术通讯(Chinese High Technology Letters) , 17(1): 1-5 (2007.1) (EI: 20071010471762)

[42] 王远,徐华,贾培发, 多机器人系统中的信息融合技术综述(A Survey of Information Fusion in Multi-Robot Systems), 微电子学与计算机(Microelectronics & Computer ), 24(12):150-152,156 (2007)

[43] Hua Xu, Peifa Jia,Timed Hierarchical Object-oriented Petri Net ,GESTS International Transaction on Computer Science and Engineering, 24(1): 65-76(2005.12)

[44] Yujun Chen, Jiaxin Wang, Peifa Jia, Hua Xu, Zehong Yang, Yannan Zhao, 基于层次模糊推理的施工机群动态调度方法研究(Research on dynamic scheduling approach of construction machinery group based on layered fuzzy logic), 高技术通讯(Gaojishu Tongxin/Chinese High Technology Letters),15(9):53-57 (2005.9) (DOI: 10.3321/j.issn:1002-0470.2005.09.011, EI: 2005439426380)

[45] Meng Na, Peifa Jia, Hua Xu, 基于模板匹配的微型直升机自主着陆目标识别(Helipad's recognition of micro helicopter's autonomous landing based on template matching), 中南大学学报(自然科学版)(Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology)), 36(Suppl.): 254-259(2005.8)( EI:2005399388212)

[46] Yiming Cao, Hua Xu, Zehong Yang, Peifa Jia, 基于RTLinux的模块化、网络化开放式控制器系统(An RTLinux based modular and networked open controller system), 高技术通讯(High Technology Letters),15(3): 32-38(2005.3)(EI: 2005169052679,)

[47] 徐华, 贾培发, 赵雁南, 开放式机器人控制器软件体系结构研究(Research advance of the software architecture of open robot controllers), 高技术通讯(High Technology Letters),13(1):100-105(2003.1)

[48] Hua Xu, Yannan Zhao, Peifa Jia, The Modeling Strategies for Open Software Architecture of Robot Controller, High Technology Letters,8(2):56-61(2002.6)(EI: 2002497258145)

[49]   Hua Xu, Peifa Jia, Yannan Zhao, Modeling Open Software Architectures of Robot Controllers: A Brief Survey of Modeling Methods and Developing Methods, High Technology Letters,8(4): 74-79(2002.12)(EI: 2004238201422)

[50] 徐华, 赵雁南, 贾培发, 新一代开放式智能机器人控制器——概念性研究及模型构建, 机器人, 22(7):537-540(2000.8)

会议论文:66篇                                                                                                                                                                            

[1] Haoran Li,Hua Xu,Video-Based Sentiment Analysis with hvnLBP-TOP Feature and bi-LSTM,AAAI 2019 , January 27 - February 1, Hawaii, USA.

[2] Kai Gao,Hua Xu,Chengliang Gao,Xiaomin Sun,Junhui Deng,Xiaoming Zhang,Two-Stage Attention Network for Aspect-Level Sentiment Classification,ICONIP 2018,December 13-16, Siem Reap, Cambodia ,pp316–325 (DOI: 10.1007/978-3-030-04212-7_27, IDS Number: ,ISTP: INSPEC:18318344, EI: 20185206301428)

[3] Yunfeng Xu, Hua Xu, Longxia Zhu, Hanyong Hao, Junhui Deng, Xiaomin Sun, Xiaoli Bai,Topic Discovery for Streaming Short Texts with CTM; IJCNN 2018, July 8-13, 2018, Rio de Janeiro, Brazil(DOI:10.1109/IJCNN.2018.8489770,  IDS Number:, ISTP: INSPEC:18165891, EI: 20184706086295)

[4] Kai Gao,Hua Xu,Chengliang Gao,Junhui Deng,Xiaomin Sun, Attention-Based BiLSTM Network with Lexical Feature for Emotion Classification,IJCNN 2018, July 8-13, 2018, Rio de Janeiro, Brazil页码(DOI:10.1109/IJCNN.2018.8489577, IDS Number:, ISTP: INSPEC:18165454, EI: 20184706086707)

[5] Chengliang Gao, Hua Xu, Xiaomin Sun,Junhui Deng,Xiaoli Bai,Xiaoming Zhang,Kai Gao,An Empirical Study of Emotion Analysis with Different Distributed Representation Methods for Chinese Microblogs,ACII Asia 2018,May 20-22,Beijing,China页码(DOI:10.1109/ACIIAsia.2018.8470389, IDS Number: BL7EP, ISTP: WOS:000454864700042, EI: 20184406009904)

[6] XingWei He,Hua Xu ,Xiaomin Sun,Junhui Deng,Jia Li ,ABiRCNN with Neural Tensor Network for Answer Selectio,IJCNN 2017,May 14-19,2017, Anchorage, Alaska, USA

[7] XingWei He,Hua Xu ,Xiaomin Sun,Junhui Deng,Xiaoli Bai,Jia Li ,Optimize Collapsed Gibbs Sampling for Biterm Topic Model by Alias Method,IJCNN 2017,May 14-19,2017, Anchorage, Alaska, USA)(DOI: 10.1109/IJCNN.2017.7965982,IDS Number: BJ6WL, ISTP: 000426968701056, EI: 20174204273717) 

[8] Yuxiang Bao,Hua Xu, Fei Jia,Xiaoli Bai,Aspect-Based Sentiment Analysis Using ABPCS Model and SVMperf in Chinese Reviews,IJCNN 2017,May 14-19,2017, Anchorage, Alaska, USA)

[9] Yuan Yuan,Yew-Soo Ong,Abhishek Gupta,Puay Siew Tan,Hua Xu,Evolutionary multitasking in permutation-based combinatorial optimization problems: Realization with TSP, QAP, LOP, and JSP,TENCON 2016,November 22- 25, 2016,Singapore,pp3157-3164(DOI: 10.1109/TENCON.2016.7848632, IDS Number: BH4JB , ISTP: 000400378903060, EI: 20171203467776) 

[10] Fan Zhang, Hua Xu,Jiushuo Wang, Xiaomin Sun , Junhui Deng , Grasp the Implicit Features: Hierarchical Emotion Classification based on Topic Model and SVM,IJCNN 2016,July 24-29,2016, Vancouver, Canada,pp3592-3599(DOI: 10.1109/IJCNN.2016.7727661, IDS Number: BH3QM , ISTP: 000399925503108, EI: 20165203194375,)

[11] Jia Li ,Hua Xu,XingWei He, Junhui Deng ,Xiaomin Sun ,Tweet Modeling with LSTM Recurrent Neural Networks for Hashtag Recommendation, IJCNN 2016,July 24-29,2016, Vancouver, Canada,pp 1570-1577(DOI: 10.1109/IJCNN.2016.7727385, IDS Number: BH3QM , ISTP: 000399925501102,EI: 20165203194599)

[12] Jia Li ,Hua Xu, Junhui Deng ,Xiaomin Sun , Hyperbolic Linear Units for Deep Convolutional Neural Networks, IJCNN 2016,July 24-29,2016, Vancouver, Canada,pp 353-359(DOI:10.1109/IJCNN.2016.7727220, IDS Number: BH3QM , ISTP: 000399925500048,EI: 20165203194484) 

[13] Jia Li ,Hua Xu, User-IBTM: An Online Framework for Hashtag Suggestion in Twitter, WAIM 2016,June 3-5,2016, Nanchang, China, pp 279-290(DOI: 10.1007/978-3-319-39958-4 22, , IDS Number: BG5DQ, ISTP: 000389411500022,EI: 20162702570694)

[14] Yuan Yuan , Hua Xu ,  Bo Wang , An experimental investigation of variation operators in reference-point based many-objective optimization, ACM GECCO 2015, July 11-15, 2015, Madrid, Spain, pp775-782 (ACM 会议最佳论文奖提名, DOI: 10.1145/2739480.2754655, IDS Number: BD2JF, ISTP: 000358795700098,EI: 20161602260490)

[15] Bo Wang, Hua Xu, Yuan Yuan,  Scale Adaptive Reproduction Operator for Decomposition based Estimation of Distribution Algorithm, IEEE CEC 2015, May 25-28,2015, Sendai, Japan,pp2042-2049(DOI: 10.1109/CEC.2015.7257136, IDS Number: BF1YE, ISTP: 000380444802010,EI: 20161602267148)

[16] Kai Gao, Hua Xu, Jiushuo Wang,  Emotion Cause Detection for Chinese Micro-blogs based on ECOCC Model, PAKDD 2015, May 19-22,2015, Ho Chi Minh,Vietnam, pp3-14(DOI: 10.1007/978-3-319-18032-8_1, IDS Number: BD5YW, ISTP: 000361909900001, EI: 20154401486235)

[17] Zengcai Su(苏增才),Hua Xu,Dongwen Zhang,Yunfeng Xu, Chinese Sentiment Classification Using A Neural Network Tool-Word2vec, IEEE MFI 2014, September 28-30 ,2014,Beijing (DOI: 10.1109/MFI.2014.6997687, IDS Number: BD2LU, ISTP: 000358878700061, EI: 20150400443826)

[18] Kai Gao, Hua Xu, Jiushuo Wang,Emotion Classification Based on Structured Information, IEEE MFI 2014, September 28-30 ,2014,Beijing(DOI: 10.1109/MFI.2014.6997756, IDS Number: BD2LU, ISTP: 000358878700130, EI: 20150400443689)

[19] Yuan Yuan, Hua Xu, Bo Wang, An Improved NSGA-III Procedure for Evolutionary Many-Objective Optimization, ACM GECCO 2014,July 12-16,2014, Vancouver, British Columbia, Canada, pp661-668 (ACM会议最佳论文奖提名, DOI: 10.1145/2576768.2598342, IDS Number: BD8UR, ISTP: 000364333000084, EI: 20143318065459)

[20] Yuan Yuan, Hua Xu, Bo Wang, Evolutionary Many-Objective Optimization Using Ensemble Fitness Ranking, ACM GECCO 2014,July 12-16,2014, Vancouver, British Columbia, Canada, pp669-676(DOI: 10.1145/2576768.2598345, IDS Number: BD8UR, ISTP: 000364333000085, EI: 20143318065460)

[21] Bo Wang, Hua Xu, Yuan Yuan, A Two-level Hierarchical EDA using Conjugate Priori, ACM GECCO 2014,July 12-16,2014, Vancouver, British Columbia, Canada, pp57-58(DOI: 10.1145/2598394.2598470, EI: 20143318061980)

[22] Bo Wang, Hua Xu, Yuan Yuan, Quantum-Inspired Evolutionary Algorithm with Linkage Learning, IEEE CEC 2014 ,July 6-11,2014, Beijing, pp2467-2474 (DOI: 10.1109/CEC.2014.6900410, IDS Number: BC9OA, ISTP: 000356684603058, EI: 20144600182980)

[23] Wei Wang,Hua Xu, Weiwei Yang, Xiaoqiu Huang, Constrained-hLDA for Topic Discovery in Chinese Microblogs  , PAKDD 2014, May 13-16, 2014, Tainan, Taiwan, pp608-619. (DOI:10.1007/978-3-319-06605-9_50, EI: 20142217765830,录用率16%)

[24] Wei Wang,Hua Xu, Xiaoqiu Huang, Implicit  Feature Detection via a Constrained Topic Model and SVM ,EMNLP 2013, October 18-21,2013, Seattle, USA, pp903-907 (EI: 20151400719900)

[25] Yuan Yuan , Hua Xu , A Memetic Algorithm for the Multi-objective Job Shop Flexible Scheduling Problem, ACM GECCO 2013, July 6-10,2013, Amsterdam, Neitherland ,pp 559-566(DOI:10.1145/2463372.2463431,IDS Number: BFZ66, ISTP: 000321981300071, EI: 20133616687402)

[26] Yuan Yuan , Hua Xu , HHS/LNS: An Integrated Search Method for Flexible Job Shop Scheduling, IEEE CEC 2012, June 10-15, 2012, Brisbane, QLD, Australia, pp1-8 (DOI: 10.1109/CEC.2012.6256609, IDS Number: BDD74 , ISTP: 000312859303041, EI:20124015500692)

[27] Yuan Wang, Hua Xu, Peifa Jia , A hop-by-hop network coding algorithm for aviation communications networks, IEEE ICSPCC 2012, August 12-15, 2012, Hong Kong,China, pp268-273(DOI: 10.1109/ICSPCC.2012.6335639,  EI:20124815711654)

[28] Zhongwu Zhai, Bing Liu, Lei Zhang, Hua Xu, Peifa Jia, Identifying evaluative sentences in online discussions, AAAI 2011, August 7-11,2011, San Francisco, USA , pp933-938 (EI: 20114414476321)

[29] Zhongwu Zhai, Bing Liu, Hua Xu, Peifa Jia, Constrained LDA for grouping product features in opinion mining, PAKDD 2011, May 24-27,2011, Shenzhen,China, pp448-459(长文,录用率: 9.7%,PAKDD 2011最佳论文奖, DOI: 10.1007/978-3-642-20841-6-37,IDS Number: BDA05 , ISTP: 000312259200037, EI: 20112314036416) 

[30] Yun Wen, Hua Xu, A cooperative coevolution-based Pittsburgh learning classifier system embedded with memetic feature selection, IEEE CEC 2011, June 5-8, 2011, New Orleans,USA, pp2415-2422(DOI: 10.1109/CEC.2011.5949916, IDS Number: BDE13 , ISTP: 000312932600326, EI: 20113514266225)

[31] Zhongwu Zhai, Bing Liu, Hua Xu, Peifa Jia, Clustering product features for opinion mining, WSDM 2011, February 9-12,2011, Hong Kong, China, pp347-354(DOI: 10.1145/1935826.1935884, EI: 20111113738595)

[32] Wei Wang, Longqing Zou, Hua Xu, Youwei An, Peifa Jia, Bo Li, Yuan Luo, A design method of multiple protocols communication module in semiconductor equipment simulation platform, ICMSET 2011, November 11-13, 2011, Zhengzhou,China, pp516-523(DOI:10.4028/www.scientific.net/AMR.462.516, IDS Number: BCC31, ISTP:000309696000084, EI:20120914821991)

[33] Jiadong Yang, Hua Xu, Yunpeng Cai, Peifa Jia, Effective structure learning for EDA via L1-regularized Bayesian networks, ACM GECCO 2010, Portland, Oregon,USA, July 7-11,2010, pp327-334(ACM会议最佳论文奖提名, DOI: 10.1145/1830483.1830546, EI:20103413185483)

[34] Yun Wen, Hua Xu, Jiadong Yang, A heuristic-based hybrid genetic algorithm for heterogeneous multiprocessor scheduling, ACM GECCO 2010 , Portland, Oregon,USA, July 7-11,2010, pp729-736 (DOI: 10.1145/1830483.1830614, EI:20103413185548)

[35] Zhongwu Zhai, Hua Xu, Jun Li, Peifa Jia, Feature subsumption for sentiment classification in multiple languages, PAKDD 2010 , June 21-24, 2010, Hyderabad, Hyderabad, India, pp261-271(DOI: 10.1007/978-3-642-13672-6_26, IDS Number: BQR44, ISTP:000281629400026, EI: 20112114005253)

[36] Zhongwu Zhai, Bing Liu, Hua Xu, Peifa Jia, Grouping product features using semi-supervised learning with soft-constraints, COLING 2010, August 23-27,2010, Beijing, China, pp1272-1280(EI: 20114014399646)

[37] Wei Wang, Bo Li, Hua Xu, Lei Li, Peifa Jia, Longqing Zou, Design of component simulation platform for integrated circuit manufacturing equipments, ICCASM 2010, October 22-24,2010, Taiyuan,China, pp107-112 (DOI: 10.1109/ICCASM.2010.5620753, EI: 20104913452806)

[38] Jiadong Yang, Hua Xu, Peifa Jia, Task scheduling for heterogeneous computing based on learning classifier system, AICI 2009, November 7-8,2009, Shanghai,China, pp370–374 (DOI: 10.1109/AICI.2009.328,IDS Number: BOD09 ,ISTP: 000276223900073, EI:20101112768440)

[39] Jiadong Yang, Hua Xu, Peifa Jia,Task scheduling for heterogeneous computing based on Bayesian optimization algorithm, CIS 2009, December 11-14,2009, Beijing,China, pp112–117 (DOI: 10.1109/CIS.2009.163, EI:20101112769056)

[40] Anqi Cui, Hua Xu, Peifa Jia, Anti-germ performance prediction for detergents based on Elman network on small data sets, ADMA 2009, August 17-19, 2009, Beijing, China, pp79–90 (DOI:10.1007/978-3-642-03348-3_11, IDS Number:BLN72, ISTP: 000270597500007, EI: 20094412414723)

[41] Zhongwu Zhai, Hua Xu, Jun Li, Peifa Jia, Sentiment classification for Chinese reviews based on key substring features, NLP-KE 2009, September 24-27, 2009, Dalian,China (DOI: 10.1109/NLPKE.2009.5313782, IDS Number: BVF55 , ISTP: 000291373000072, EI:20095212578844)

[42] Yuan Wang , Hua Xu, Peifa Jia, A hierarchical routing architecture for the aviation communication network, CCCM 2009, August 8-9,2009, Sanya, China, pp1–4 (DOI: 10.1109/CCCM.2009.5268053, IDS Number:BNA12, ISTP:000274016600001, EI: 20094812503088)

[43] Hua Xu, Peifa Jia, TOPN based temporal performance evaluation method of neural network based robot controller, ISNN 2008, September 24-28, 2008, Beijing,China, pp200-209 (DOI: 10.1007/978-3-540-87734-9-23 , IDS Number: BIL69 ,ISTP: 000260605100023, EI:20090611891589)

[44] Hua Xu, Peifa Jia, A fuzzy timed object-oriented Petri net for multi-agent systems, ISNN 2008, September 24-28,2008, Beijing,China, pp210–219(DOI: 10.1007/978-3-540-87734-9-24, IDS Number:BIL69, ISTP:000260605100024,  EI:20090611891590)

[45] Zhongwu Zhai, Hua Xu, Peifa Jia, Identifying opinion leaders in BBS, WI-IAT 2008, December 9-12,2008, Sydney,NSW,Australia,  pp398-401(DOI: 10.1109/WIIAT.2008.37, EI: 20091411997817)

[46] Hua Xu, Yuan Wang, Peifa Jia, Fuzzy neural Petri nets, ISNN 2007, June 3-7,2007, Nanjing, China, pp328–335 (DOI:10.1007/978-3-540-72393-6_40, IDS Number: BGJ86, ISTP: 000247831300040, EI: 2007521098876)

[47] Hua Xu, Yuan Wang, Peifa Jia, A rough set and fuzzy neural Petri net based method for dynamic knowledge extraction, representation and inference in cooperative multiple robot system, ISNN 2007, June 3-7,2007, Nanjing,China, pp852–862 (DOI: 10.1007/978-3-540-72383-7_99, IDS Number:BGH86, ISTP:000247063100099, EI: 20075210989124)

[48] Hua Xu, Peifa Jia, A novel modeling method for cooperative multi-robot systems using fuzzy timed agent based Petri nets, ICCS 2007, May 27-30, 2007, Beijing, China, pp956-959 (DOI: 10.1007/978-3-540-72586-2_133, IDS Number: BGH84, ISTP: 000247062900133, EI: 20080311037114) 

[49] Hua Xu, YunPeng Cai, Peifa Jia, Yonglin Chi, Hui Zhang, Control middleware for open robot controllers, ICCAS 2007, October 17-20,2007, Seoul, Korea, pp2462–2467 (DOI: 10.1109/ICCAS.2007.4406777,IDS Number: BHU49 ,ISTP: 000256464301071, EI: 20083211435584)

[50] Yunpeng Cai, Xiaomin Sun, Hua Xu, Peifa Jia, Cross entropy and adaptive variance scaling in continuous EDA, ACM GECCO 2007, July 7-11,2007, London, England, pp609-616 (ACM会议最佳论文奖提名, DOI: 10.1145/1276958.1277081,IDS Number: BK174, ISTP: 000268226900114, EI: 20073510784628)

[51] Hua Xu, Peifa Jia,Timed Hierarchical Object-Oriented Petri Net-Part I: Basic Concepts and Reachability Analysis, RSKT 2006, July 24-26, 2006, Chongqing,China, pp727-734(DOI:10.1007/11795131_106, IDS Number:BEV60, ISTP:000239623500106, EI: 20063210053403)

[52] Hua Xu, Peifa Jia, RTOC: A Rt-Linux Based Open Robot Controller, IEEE IROS 2006, October 9-15, 2006, Beijing, China ,  pp1644-1649 (DOI: 10.1109/IROS.2006.282056,IDS Number: BFY57,ISTP: 000245452401108,EI: 20072510664832)

[53] Hua Xu, Peifa Jia, Xuegong Zhang, A Neural Network Based Method for Shape Measurement in Steel Plate Forming Robot, ISNN 2005, May 30 - June 1, 2005, Chongqing, China, pp291-296 (DOI:10.1007/11427469_46, IDS Number:BCN43, ISTP: 000230167700046, EI: 2005399382608)

[54] Hua Xu, Peifa Jia, Xuegong Zhang, A Novel Chamber Scheduling Method in Etching Tools Using Adaptive Neural Networks, ISNN 2005, May 30 - June 1, 2005, Chongqing, China,  pp908-913 (DOI: 10.1007/11427469_144, IDS Number: BCN43,ISTP: 000230167700144, EI: 2005399382704)

[55] Hua Xu, Peifa Jia, A novel dynamic knowledge extraction method in cooperative multiple robot system using rough set,  AIAI 2005, September 7- 9,2005, Beijing,China, pp535-543 (DOI:10.1007/0-387-29295-0-58, IDS Number:BCY94, ISTP: 000231956800058,EI: 20132616443187)

[56] Hua Xu, Peifa Jia, Fuzzy timed object-oriented Petri net, AIAI 2005, September 7- 9,2005, Beijing,China, pp155-166(DOI:10.1007/0-387-29295-0-16, IDS Number: BCY94, ISTP: 000231956800016, EI: 20132616443145)

[57] Hua Xu , Yiming Cao, Zehong Yang, Peifa Jia, Xuegong Zhang, The RTOC Open System for Controlling Fictitious Roaming Platform, IEEE ROBIO 2004, August 22-26, 2004, Shenyang,China , pp34-39(DOI:10.1109/ROBIO.2004.1521747, IDS Number: BDM84, ISTP: 000234343000006, EI: 2005499531889)

[58] Hua Xu, Peifa Jia,Ming Yang, Haozhi Liu, Portability in General Open Controllers, IEEE TENCOM 2002, October 28-31,2002, Beijing, China , pp1574-1577 (DOI: 10.1109/TENCON.2002.1182631 ,IDS Number: BW21E,ISTP: 000181201500382,EI: 2003307565125)

[59] Hua Xu, Zehong Yang, Peifa Jia, Yannan Zhao, A Conceptual Communication Model Based On HOONet in General Open Controllers, WCICA 2002, June 10-14, 2002, Shanghai, China, pp1184-1188(DOI: 10.1109/WCICA.2002.1020767  , IDS Number: BV45G, ISTP: 000179017500253, EI: 2003047336594)

[60] Hua Xu, Peifa Jia, Yannan Zhao, Conceiving, Analyzing, Modeling, Verifying and Developing-The Clews of Modeling Open Software Architectures of Robot Controllers, ICII 2001, October 29-November 1,2001, Beijing, China, pp352-363(DOI: 10.1109/ICII.2001.983844, IDS Number: BU94X , ISTP: 000177471800358, EI: 20161802333815)

[61] Hua Xu, Peifa Jia, Yannan Zhao, A Generic Conceptual Model of Interface Components in Open Robot Controller, ICII 2001, October 29-November 1,2001, Beijing, China, pp364-369 (DOI: 10.1109/ICII.2001.983845 ,IDS Number: BU94X,ISTP: 000177471800359, EI: 20161802333816)

[62] Hua Xu, Yannan Zhao,Zehong Yang, Xiaomin Sun, Peifa Jia , An Adaptive Method of Signal Selecting Based on the Strategy of Fuzzy Clustering and Expert Reasoning, WCICA 2000 , June 28-July 2, 2000, HeFei, China, pp1726-1729, (DOI: 10.1109/WCICA.2000.862767, IDS Number: BR60X,ISTP: 000166937900386,EI: 2003047339083)

[63] Hua Xu, Yannan Zhao, Peifa Jia, A Modified Genetic Algorithm-Algorithm Description, WCCC-ICSP2000, August 21-25, 2000, Beijing, China ,pp1667-1670(DOI: 10.1109/ICOSP.2000.893421, IDS Number: BR32Z ,ISTP: 000166107600359)

[64] Hua Xu, Yannan Zhao, Peifa Jia, How to model it? Modeling strategies for open software architectures of robot controllers, IC-AI 2001, June 25-28, 2001, Las Vegas, Nevada, USA, pp 313-319 (IDS Number: BT75P, ISTP:000173960400051)

[65] 徐华,赵雁南,贾培发, 开放式机器人控制器软件体系结构研究, 2001年中国智能自动化会议(CIAC’2001),2001年8月,昆明

[66] 徐华, 马瑞芳, 陈建明, 贾培发, 几种典型单元剖分结果的绘制方法在复合动力学环境可视化仿真系统中的应用, 1999年中国智能自动化会议(CIAC’1999), 1999年10月,重庆: 1101-1106

2、专利                                                                                                                                                                                           

[1] 专利名称:输片协作的多个机器人设备的调度方法及系统,专利权人:清华大学,发明人:徐华、袁源、高士云,专利号:ZL 201310311790.0,授权日期:2016.03.23。

[2] 专利名称:面向半导体制造设备功能仿真的参数变化规律模拟系统,专利权人:清华大学,发明人:徐华、王巍、李垒,专利号:ZL201010290261.3,授权日期:2015.12.02。

[3] 专利名称:一种皮肤状况预测方法及其预测系统,专利权人:清华大学,发明人:徐华、万伟、张文浩、崔安颀、胡新成、邓刚、希勒布兰德.格雷格,专利号:ZL201010254049.1,授权日期:2015.08.12。

[4] 专利名称:用于集成电路制造设备的通用控制内核系统,专利权人:清华大学,发明人:徐华,专利号:ZL201110120570.0,授权日期:2014.04.09。

[5] 专利名称:一种集成电路制造装备通用控制系统,专利权人:清华大学,发明人:徐华、高士云、邓俊辉、邹龙庆、徐敏浩、汤彩霞,专利号:ZL201210113197.0,授权日期:2014.01.08。

[6] 专利名称:一种动态协议的配置与解析方法及装置,专利权人:清华大学,发明人:徐华、王巍、李搏、邹龙庆、高士云,专利号:ZL201110031937.1,授权日期:2013.07.31。

[7] 专利名称:面向半导体制造装备功能仿真的通信协议模式配置方法,专利权人:清华大学,发明人:徐华、王巍、高士云、李垒、邓俊辉、潘晨光,专利号:ZL201010291914.X,授权日期:2013.06.12。

[8] 专利名称:一种用于仿真系统的内部互锁管理方法及装置,专利权人:清华大学,发明人:徐华、王巍、高士云、李搏,专利号:ZL201010288680.3,授权日期:2013.05.22。

[9] 专利名称:并行化仿真多线程管理方法,专利权人:清华大学,发明人:徐华、王巍、高士云、李垒,专利号:ZL201010291919.2,授权日期:2013.04.10。

[10] 专利名称:预测洗涤产品的抗菌性能或关键成分含量的方法及装置,专利权人:清华大学,发明人:徐华、崔安颀、大谷庆彦、井内文,专利号:ZL200910084237.1,授权日期:2013.03.27。

[11] 专利名称:用于半导体制造设备仿真的通讯模式管理方法及系统,专利权人:清华大学,发明人:徐华、高士云,专利号:ZL201010290245.4,授权日期:2012.12.19。

[12] 专利名称:一种原型器件库的构建及管理方法和装置,专利权人:清华大学,发明人:徐华、高士云,专利号:ZL201010288676.7,授权日期:2012.10.10。

[13] 专利名称:一种用于仿真系统的配置数据的存储管理方法和装置,专利权人:清华大学,发明人:徐华、赖太阳,专利号:ZL201010291917.3,授权日期:2012.07.18。

专利名称:面向半导体制造装备功能仿真的批量配置文件管理方法,专利权人:清华大学,发明人:徐华、赖太阳,专利号:ZL201010290253.9,授权日期:2012.05.02。