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Hua XU

Apr 6, 2021 17:10

职称 Associated Professor 部门 Department of Computer Science and Technology
加盟部门 2006 邮箱 xuhua@tsinghua.edu.cn
电话 +86-10-62796450


Education background

Bachelor of Computer Science, Xi'an Jiaotong University, Xi'an, China, 1998;

Master of Computer Science, Tsinghua University, Beijing, China, 2001;

Ph.D. in Computer Science, Tsinghua University, Beijing, China, 2003.

Areas of Research Interests/ Research Projects

Multi-objective Optimization based on Evolutionary Computation

Chinese Intelligent Question Answering and Multimodal Sentiment Analysis (service-oriented robot intelligent interaction)

Intelligent Scheduling and Advanced Process Control of High-end equipment

National "No.02" Major Science & Technology Project: Detector Platform for PVD Equipment (2009-2010);

National "No.02" Major Science & Technology Project: Clustered Control Platform and Software (2009-2010);

National Natural Science Foundation of China: Modeling and Performance Evaluation Method of Cooperative Multi-Robot Systems using Agent-based Time Petri Net (2006-2007);

National Natural Science Foundation of China: Research on Learning and Cooperation Control of Cooperative Multi-Robot Systems using Probabilistic Model-Building Evolutionary Algorithm (2009-2011).

Research Status

My research team focuses on multi-objective optimization based on evolutionary computing, Chinese intelligent question and answering, sentiment analysis of multi-modal information (service-oriented robot intelligent interaction), intelligent scheduling and advanced process control of high-end equipment.

In multi-objective optimization based on evolutionary computation, we work on the current estimation method by means of multi-variable distributed optimization algorithm, aiming at improving its convergence rate and the quality of optimal solutions. In intelligent information processing, we mainly focus on the urgent application requirements of intelligent interaction in the field of robotics. Based on natural language processing and mainstream machine learning algorithms, we carry out sentiment analysis and intelligent question answering of (Internet) text information. The research work in text mining has made the current robots have a more intelligent user experience in terms of interactivity. In the application of high-end equipment intelligent scheduling and advanced process control application development, we develop cluster-based equipment control software and platform for standardized integrated circuit manufacturing equipment.

The above research and development results have been deeply applied in many industries and industries. Typical application cases are as follows:

1) "Sweet Orange Banking" intelligent online customer service under "Tianyi Payment" (launched in January 2017)

2) XiaoBen Intelligent Enterprise Service Robot (currently serving hundreds of companies, dozens of industries)

3) Domestic express delivery (Zhongtong, Shentong, Yuantong, etc.), financial (CITIC Bank) industry intelligent express collection robot

4) State Administration of Taxation intelligent consulting telephone robot (launched in 2019)

5) Midea's bear robot and Beijing Public Transport Group Road Robot

6) Intelligent Integrated Operation and maintenance system of head Office of Huaxia Bank

Lecture Courses

1) “data Mining: methods and applications” (non-information undergraduate course, 48 hours, 3 credits).

2) “Industrial data Mining” (undergraduate and postgraduate courses, 32 hours, 2 credits).

3) “Intelligent Mobile Robot Design, programming and practice” (guided practice course for junior undergraduates, 32 hours, 2 credits).

4) “Internet Product Design” (2019, professional course for product managers, 32 hours, 2 credits).


1)《Data Mining: Methods and Applications》Tsinghua University Press, 2014

2)《Data Mining: Methods and Applications - Application Cases》Tsinghua University Press, 2017

3)《Big Data Technology and Industry Application》Beijing University of Posts and Telecommunications Press, 2016

Honors And Awards

1) PAKDD 2011 Best Paper Award

2) 2nd Prize of National Award for Progress in Science and Technology (2009)

1) 1st Prize for Beijing Science and Technology Award (2008)

2) 2nd Prize for Beijing Science and Technology Award (2013)

3) 3rd Prize for Beijing Science and Technology Award(2014)

4) 3rd Prize for Chongqing Science and Technology Award(2010)

5) 1st Prize for Technological Invention of CFLP (China Federation of Logistics & Purchasing (2015)

6) 1st Prize for Science and Technology Progress of CFLP (2013)

7) 1st Prize for Tsinghua University Education Teaching Achievements (2016)

8) Special Prize for Tsinghua University Excellent Textbooks (2016)

Academic Achievement

Journal paper

[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, Design of semiconductor manufacturing equipment function simulation system based on SEMI standard, 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] Gaiyan Xu, Hua Xu, Zhongwu Zhai,Qingping Ge, Human facial wrinkles recognition based on Gabor filter and BP neural network,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, 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] Wei Wang, Yannan Zha, Hua Xu, Peifa Jia, A distributed open control system based on service oriented architecture, Chinese High Technology Letters , 17(1): 1-5 (2007.1) (EI: 20071010471762)

[42] Yuan Wang, Hua Xu, Peifa Jia, A Survey of Information Fusion in Multi-Robot Systems, 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, Research on dynamic scheduling approach of construction machinery group based on layered fuzzy logic, 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, Helipad's recognition of micro helicopter's autonomous landing based on template matching, 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, An RTLinux based modular and networked open controller system, High Technology Letters,15(3): 32-38(2005.3)(EI: 2005169052679,)

[47] Hua Xu, Peifa Jia, Yannan Zha, Research advance of the software architecture of open robot controllers, 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)

Conference paper

[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(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(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 (Nomination for Best Paper Award, 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,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 (Nomination for Best Paper Award, 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,PAKDD 2011 Best paper award, 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(Nomination for Best Paper Award, 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 (Nomination for Best Paper Award, 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)

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