General



Experience

May 2016 – Present: Counselor (Scientific Advisor in Big Data) of the State Council of People's Republic of China.

March 2018- Present: Chair Professor, University of Chinese Academy of Sciences.

August 2014- Present: Director, Key Lab of Big Data Mining and Knowledge Management, Chinese Academy of Sciences.

August 2004- Present: Director, Chinese Academy of Sciences Research Center on Fictitious Economy & Data Science.

September 2013-September 2014: Visiting Professor, College of Business, Korea Advanced Institute of Science and Technology, Seoul, Korea.

August 1999 -April 2010: the Charles W. and Margre H. Durham Distinguished Professor of Information Technology, College of Information Science and Technology, University of Nebraska at Omaha, USA.

January 2000 –March 2004: Professor (courtesy appointment) at Dept. of Marketing/Management, College of Business Administration, University of Nebraska at Omaha.

July 1996 - July 1999: Associate Professor with Tenure at Dept. of Information Systems and Quantitative Analysis, College of Information Science and Technology,  University of Nebraska at Omaha.

August 1991 - July 1996: Assistant Professor and Associate Professor at Dept. of Information Systems and Quantitative Analysis, College of Business Administration, University of Nebraska at Omaha.

December 1994 - Present: Graduate Faculty Fellow of Whole University of Nebraska System.

December 1998: Research Professor at the Institute of System Science, Chinese Academy of Sciences, Beijing, China.

Awards and Honors

Elected Fellow, the International Academy of Information Technology and Quantitative Management (IAITQM), USA, December 2022.

Elected Fellow, the Asia-Pacific Artificial Intelligence Association (AAIA), Hong Kong, June 2022.

Co-Recipient of Best Paper Award at the 20th IEEE/WIC/ ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2021), Melbourne, Australia, December 14-17, 2021.

Recipient of Cheng Siwei Global Prize, Cheng Siwei Foundation, Beijing, China, December 11, 2021.

Recipient of AI Gold Swallow Special Contribution Award, Artificial Intelligence Committee, China Electronic Chamber of Commerce, Hengyang, Hunan, China, October 10, 2021.

Co-Recipient of Best Paper Award at the Eighth International Conference on Information Technology and Quantitative Management (ITQM 2020-2021), Chengdu, China, July 9-11, 2021.

Recipient of 2018 WIC Outstanding Research Contribution Award, IEEE/WIC/ACM International Conference on Web Intelligence 2018 (WI'18), Santiago, Chile, December 3-6, 2018.

2018 Highly Cited Researches by Clarivate Analytics-Web of Sciences, November 2018.

Co-Recipient of 2016 Herbert Simon Award for Outstanding Contribution in Information Technology and Decision Making, the 5th International Conference on Information Technology and Quantitative Management, New Delhi, India, December 2017.

2017 Highly Cited Researchers by Clarivate Analytics-Web of Sciences, November 2017.

Academician, the International Eurasian Academy of Sciences, April 2017.

Co-Recipient of Pattern Recognition Best Paper Award, the 23rd International Conference on Pattern Recognition, Cancun, Mexico, December 2016.

Application Contribution Award in System Science and System Engineering, The 19th China's National Conference of System Engineering, Beijing, October 2016.

2016 Highly Cited Researchers by Thompson and Reuters-Web of Sciences, September 2017.

Cheng Siwei Outstanding Research Award, Siwei Cheng Foundation, Beijing, July 2016.

The First Rank of Research Award by the Ministry of Education of China, January 2016.

Elected Fellow, the World Academy of Sciences for Advancement of Science in Developing Countries, Vienna, Austria, November 2015.

Top 10 Most Respected Deans of School of Business, 2015 World Manager Summit, Hong Kong, September 2015.

Doctor Honoris Causa of Agora University, Romania, May 2014.

The First Rank of Research Award by the Ministry of Education of China, January 2012.

Adjunct Science Fellow, the Commonwealth Scientific and Industrial Research Organisation (CSIRO), Australia, March 2012.

Recipient of Best Paper Award at the Workshop of Computational Finance and Business Intelligence, the Eleventh International Conference on Computational Science, Singapore, June 1-June 3, 2011.

Recipient of Best Paper Award at the Workshop of Computational Finance and Business Intelligence, the Tenth International Conference on Computational Science, Amsterdam, Netherlands, May 31-June 2, 2010.

Recipient of Fudan Prize of Distinguished Contribution in Management, Fudan Premium Fund of Management, China, November 1, 2009.

Recipient of Georg Cantor Awardby InternationalSociety on Multiple Criteria Decision Making, June 24, 2009.

Recipient of Best ConferenceOrganization Award, at the twentieth International Conference on Multiple Criteria Decision Making, Chengdu, China, June 21-25, 2009.

Recipient of Best Paper Award at the Workshop of Computational Finance and Business Intelligence, the Ninth International Conference on Computational Science, Baton Rouge, Louisiana, USA, May 25-27, 2009.

Recipient of Best Paper Award at the Workshop of Computational Finance and Business Intelligence, the Eighth International Conference on Computational Science, Krakow, Poland, June 22-25, 2008.

Recipient of Best Service Award at the Seventh International Conference on Computational Science, Beijing, May 27-30, 2007.

Recipient of Best Paper Award at the Forth International Conference on Active Media Technology, Brisbane, Australia, July 7-9, 2006.

Recipient of China's "100-People Project of Science for the 21st Century," Chinese Academy of Sciences, Beijing, China, Sept. 2004.

Outstanding Young Scientist Award, National Science Foundation of China, Jan. 2001.

Current Research Interests

Data mining and knowledge management

Big data analytics

Data-driven decision making

Business intelligence

Decision support systems

Published Articles (Selected)

(1) Better to Hear All Parties: Understanding the Impact of Homophily in Online Financial Discussion, Accepted at Electronic Commerce Research and Applications, 2022, 第 1 作者

(2) Stock movement prediction with sentiment analysis based on deep learning networks, CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2021, 第 1 作者

(3) Clustering framework based on multi-scale analysis of intraday financial time series[J], Physica A: Statistical Mechanics and its Applications, 2021, 第 1 作者

(4) Unsupervised anomaly segmentation via deep feature reconstruction, NEUROCOMPUTING, 2021, 第 1 作者

(5) A New Deep Learning-Based Zero-Inflated Duration Model for Financial Data Irregularly Spaced in Time[J], Frontiers in Physics, 2021, 第 1 作者

(6) Unsupervised Anomaly Segmentation via Deep Feature Reconstruction [J], Neurocomputing, 2021, 第 1 作者

(7) Method for Improving the Performance of Technical Analysis Indicators By Neural Network Models[J], Computational Economics, 2021, 第 1 作者

(8) How China deals with COVID-19 pandemic[J], The Bridge, 2022, 2021, 第 1 作者

(9) Relationship between herd behavior and Chinese stock market fluctuations during a bullish period based on complex Networks[J], International Journal of Information Technology & Decision Making, 2021, 第 1 作者

(10) Improved ACD-Based Financial Trade Durations Prediction Leveraging LSTM Networks and Attention Mechanism[J], Mathematical Problems in Engineering, 2021, 第 1 作者

(11) Pyramid scheme in stock market: a kind of financial market simulation[J], Chinese Physics B, 2021, 第 1 作者

(12) Document-level relation extraction via graph transformer networks and temporal convolutional networks[J], PATTERN RECOGNITION LETTERS, 2021, 第 1 作者

(13) 基于文本挖掘的检察起诉决策支持与案卷分类管理系统[J], 管理评论, 2021, 第 1 作者

(14) Document-level Relation Extraction via Heterogeneous Graph Neural Networks, IEEE SIGNAL PROCESSING LETTERS, 2020, 第 1 作者

(15) an age-specific social contact characterizationl Collaboration to Effectively Combat COVID-19, EClinicalMedicine, 2020, 第 1 作者

(16) Research on the economic development pattern of Chinese counties based on electricity consumption, ENERGY POLICY, 2020, 第 1 作者

(17) Distant-Supervision Relation Extraction via Adaptive dependency-path and Additional Knowledge Graph Supervision, Neural Networks, 2020, 第 1 作者

(18) DWWP: Domain-specific new words detection and word propagation system for sentiment analysis in the tourism domain, KNOWLEDGE-BASED SYSTEMS, 2018, 通讯作者

(19) Learning from label proportions on high-dimensional data, NEURAL NETWORKS, 2018, 第 1 作者

(20) A TEXT MINING BASED STUDY OF INVESTOR SENTIMENT AND ITS INFLUENCE ON STOCK RETURNS, ECONOMIC COMPUTATION AND ECONOMIC CYBERNETICS STUDIES AND RESEARCH, 2018, 第 1 作者

(21) Feature Selection With ℓ2, 1-2 Regularization, IEEE Transactions on Neural Networks and Learning Systems, 2018, 第 1 作者

(22) Successive Overrelaxation for Laplacian Support Vector Machine, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 第 3 作者

(23) Big Data: History, Current Status, and Challenges Going Forward, The Bridge, 2015, 第 1 作者

(24) Regularized multiple-criteria linear programming with universum and its application, NEURAL COMPUTING & APPLICATIONS, 2014, 第 3 作者

(25) Improved twin support vector machine, SCIENCE CHINA-MATHEMATICS, 2014, 第 4 作者

(26) 基于SVR的中国金融状况指数研究, 管理评论, 2014, 第 4 作者

(27) A new classification model using privileged information and its application, NEUROCOMPUTING, 2014, 第 3 作者

(28) Further Discussions on Induced Bias Matrix Model for the Pair-Wise Comparison Matrix, JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2014, 第 4 作者

(29) How does credit portfolio diversification affect banks’ return and risk? Evidence from Chinese listed commercial banks, TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY, 2014, 通讯作者

(30) Domestic Systemically Important Banks: A Quantitative Analysis for the Chinese Banking System, MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 通讯作者

(31) A nonparallel support vector machine for a classification problem with universum learning, JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2014, 第 3 作者

(32) Customer Churn Prediction Based on Feature Clustering and Nonparallel Support Vector Machine, INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2014, 第 2 作者

(33) Multi-instance classification based on regularized multiple criteria linear programming, NEURAL COMPUTING & APPLICATIONS, 2013, 第 3 作者

(34) An alternative approach for the classification of orange varieties based on near infrared spectroscopy, COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2013, 通讯作者

(35) Efficient railway tracks detection and turnouts recognition method using HOG features, NEURAL COMPUTING & APPLICATIONS, 2013, 第 3 作者

(36) Robust twin support vector machine for pattern classification, PATTERN RECOGNITION, 2013, 第 3 作者

(37) Efficient sparse least squares support vector machines for pattern classification, COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2013, 第 4 作者

(38) Training the max-margin sequence model with the relaxed slack variables, NEURAL NETWORKS, 2012, 第 3 作者

(39) An Integrated Feature Selection and Classification Scheme, STUDIES IN INFORMATICS AND CONTROL, 2012, 第 5 作者

(40) Structural Regular Multiple Criteria Linear Programming for Classification Problem, INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2012, 

(41) Multi-Level Opinion Dynamics under Bounded Confidence, PLOS ONE, 2012, 第 4 作者

(42) Regularized Multiple Criteria Linear Programming via Linear Programming, PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2012, 2012, 第 3 作者

(43) A Multicriteria Decision Making Approach for Estimating the Number of Clusters in a Data Set, PLOS ONE, 2012, 第 4 作者

(44) Multicriteria Decision Making Approach for Cluster Validation, PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2012, 2012, 第 5 作者

(45) A Modified Clustering Method Based on Self-Organizing Maps and Its Applications, PROCEDIA COMPUTER SCIENCE, 2012, 第 3 作者

(46) Error Correction Method in Classification by Using Multiple-Criteria and Multiple-Constraint Levels Linear Programming, INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2012, 通讯作者

(47) Distributed data possession checking for securing multiple replicas in geographically-dispersed clouds, JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 2012, 第 4 作者

(48) Laplacian twin support vector machine for semi-supervised classification, NEURAL NETWORKS, 2012, 第 3 作者

(49) A Bug Detection Model in Process Monitoring for Trustworthy Software, Journal of Computational Information System, 2012, 第 1 作者

(50) A CONCEPTUAL SNAPSHOT OF THE FIRST DECADE (2002-2011) OF THE INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2012, 通讯作者

(51) A framework for application-driven classification of data streams, NEUROCOMPUTING, 2012, 第 4 作者

(52) Classifier Evaluation for Software Defect Prediction, STUDIES IN INFORMATICS AND CONTROL, 2012, 第 3 作者

(53) Using Non-Additive Measure for Optimization-Based Nonlinear Classification, AMERICANJOURNALOFOPERATIONSRESEARCH, 2012, 第 1 作者

(54) Entity Disambiguation with Textual and Connection Information, PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2012, 2012, 第 3 作者

(55) EVALUATION OF CLASSIFICATION ALGORITHMS USING MCDM AND RANK CORRELATION, INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2012, 第 4 作者

(56) Data Consistency in Emergency Management, INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2012, 第 5 作者

(57) Recent advances on support vector machines research, TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY, 2012, 第 2 作者

(58) A Nonlinear Multiregression Model Based on the Choquet Integral with a Quadratic Core, International Journal Granular Computing, Rough Sets and Intelligent Systems, 2012, 第 1 作者

(59) An Improvement of Choosing Map-join Candidates in Hive, PROCEDIA COMPUTER SCIENCE, 2012, 第 2 作者

(60) Rgularized Multiple Criteria Second Order Cone Programming Formulations, KDD (DMIKM), 2012, 第 1 作者

(61) A Group of Knowledge-Incorporated Multiple Criteria Linear Programming Classifier, Journal of Computational and Applied Mathematics, 2012, 第 1 作者

(62) Domain Knowledge Based Personalized Recommendation Model and Its Application in Cross-selling, PROCEDIA COMPUTER SCIENCE, 2012, 第 5 作者

(63) The Analysis of Peasant Household's Credit Behavior, PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, ICCS 2012, 2012, 第 5 作者

(64) 一个基于模糊线性规划的分类方法, International Journal of Information Technology and Decision Making, 2011, 第 1 作者

(65) 组合的软件缺陷预测:一个基于AHP的评价方法, International Journal of Information Technology and Decision Making, 2011, 通讯作者

(66) 基于内核基于仿射子空间最近点学习方法的信贷风险评估, Expert Systems With Applications, 2011, 第 1 作者

(67) 中国已为其经济经济增长支付的实际成本是多少, Sustainability Science, 2011, 第 1 作者

(68) 加权的Lq自适应最小二乘支持向量机分类器-鲁棒和稀疏逼近, Expert Systems with Applications, 2011, 第 1 作者

(69) 一个财务风险预测的分类算法评价的实证研究, Applied Soft Computing, 2011, 第 1 作者

(70) FAMCDM:一个多目标决策多分类排名算法的融合方法, Omega: The International Journal of Management Science, 2011, 第 1 作者

(71) 应用粗糙集的蛋白质序列预测, Journal of Theoretical Biology, 2011, 通讯作者

(72) 基于严格的评估和预测的序列和结构的功能集成热点, BMC Bioinformatics, 2011, 通讯作者

(73) 基于Logistic回归和决策树的信用卡流失预测, EXPERT SYSTEMS WITH APPLICATIONS, 2011, 通讯作者

(74) BIMM:一个不完全交互成对比较矩阵的偏诱发矩阵模型, Journal of Multi-Criteria Decision Analysis, 2011, 第 1 作者

(75) 一个提高ANP中成对比较矩阵一致性比率的简单方法, European Journal of Operational Research, 2011, 第 1 作者

(76) 基于优化权重分类器组合的流数据主动学习, IEEE Transactions on System Man Cybernetics -Part B, 2010, 第 1 作者

(77) 基于抽样方法的SVM在人脸识别中的应用, Neurocomputing, forthcoming, 2010, 第 1 作者

(78) 基于多目标和多约束水平规划的智能信用评分领域驱动分类, IEEE Transactions on Knowledge and Data Engineering, 2010, 第 1 作者

(79) 带有概率度量时滞的离散随机神经网络的鲁棒状态估计, Neurocomputing, 2010, 第 1 作者

(80) 基于多目标优化的数据挖掘算法和应用, Knowledge and Information Systems, 2010, 第 1 作者

(81) 知识转移和共享在制造业EPR实现的研究, Applied Mechanics and Materials, 2010, 通讯作者

(82) 噪声数据流挖掘的鲁棒集成学习, Decision Support Systems, 2010, 第 1 作者

(83) 三种分类算法的比较研究:MCLP, LDA 和C5.0, 中国科学院研究生院学报, 2009, 

(84) A class of classification and regression methods by multiobjective programming, FRONTIERS OF COMPUTER SCIENCE IN CHINA, 2009, 通讯作者

(85) An effective classification approach based on fuzzy set and multiple criteria linear programming, Journal of Data Analysis, 2009, 

(86) Problems and systematic solutions in data quality, Services Sciences, 2009, 

(87) Foundations of intelligent knowledge management, HUMAN SYSTEMS MANAGEMENT, 2009, 通讯作者

(88) Regularized multiple criteria linear programs for classi?cation, Science in China Series F: Information Sciences, 2009, 

(89) A Multiple Criteria and Multiple Constraints Mathematical Programming Model for Classification, CUTTING-EDGE RESEARCH TOPICS ON MULTIPLE CRITERIA DECISION MAKING, PROCEEDINGS, 2009, 第 5 作者

(90) Multiple criteria mathematical programming for multi-class classification and application in network intrusion detection, INFORMATION SCIENCES, 2009, 第 4 作者

(91) Decision analysis of data mining project based on Bayesian risk, EXPERT SYSTEMS WITH APPLICATIONS, 2009, 第 5 作者

(92) A Rough Set-based Multiple Criteria Linear Programming Approach for the Medial Diagnosis and Prognosis, Expert Systems with Applications, 2009, 

(93) ampling Based Succinct Matrix Approximation, Statistics Probability Letters, 2008, 

(94) 动态住房购买力测算模型及实证分析, 中国管理科学, 2008, 

(95) A Way to Improving Knowledge Sharing: from the Perspective of Knowledge Potential, Journal of Service Science and Management, 2008, 

(96) Global and Local Bagging Approach for Classifying Noisy Dataset, International Journal of Software and Informatics, 2008, 

(97) A Multi-criteria Convex Quadratic Programming model for credit data analysis, DECISION SUPPORT SYSTEMS, 2008, 第 3 作者

(98) Supportive instances for Regularized Multiple Criteria Linear Programming Classification, International Journal of Operations and Quantitative Management, 2008, 

(99) A Rough Set-based Multiple Criteria Linear Programming Approach for Improving Classification Performance, International Journal of Operations and Quantitative Management, 2008, 

(100) Mclp-based methods for improving "bad" catching rate in credit cardholder behavior analysis, APPLIED SOFT COMPUTING, 2008, 通讯作者

(101) A Fuzzy Linear Programming Method and Application for Data Classification, Journal of Intelligent and Fuzzy Systems, 2008, 

(102) Study on a Process-oriented Knowledge Management Model, International Journal of Knowledge and Systems Sciences, 2008, 

(103) Developing mining-grid centric e-finance portals for risk management and decision making, INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2007, 第 3 作者

(104) A multi-dimensional forward selection method for firms' credit sale, COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2007, 通讯作者

(105) Comparison study of two kernel-based learning algorithms for predicting the distance range between antibody interface residues and antigen surface, INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2007, 通讯作者

(106) Dynamic computable general equilibrium model and sensitivity analysis for shadow price of water resource in China, WATER RESOURCES MANAGEMENT, 2007, 第 3 作者

(107) Research on Evaluation Model of Organizational Knowledge Assets, Journal of Information Knowledge Management, 2007,