Bachelor：2005-09-2009-07，Information management and information system，PLA Information Engineering University

Ph.D.：2009-09-2015-07，Management Science and Engineering，Beijing Jiaotong University

1.2015-06-25，School of Economics and Management， Beijing Jiaotong University，Associate Professor

2.2015-06-01，2018-11-01，Beijing Jiaotong University，Postdoctoral

3.2014-11-01，2015-11-01，Georgia Institute of Technology，Visiting Scholar

4.2011-10-01，2012-01-01，The Chinese University of Hong Kong，Research Assistant

5.2011-09-01，2012-01-01，The Chinese University of Hong Kong，Visiting Scholar

Information Management/Management Science | Medical and Health Management Information Technology，Information Management/Management Science | Data-Driven Healthcare and Health Management，Information Management/Management Science | Technology and Society

1. (PI)Study on the operation optimization of medical institutions and related departments during the period of major epidemic situation,Post-Funded Project Supported by Humanities and Social Sciences of Basic Scientific Research Operating Expenses,PI:Shang， X.(2020-04-01 - 2021-03-31).

2. (CO-PI)A study on the influence of colleague information sharing on the organizational socialization of new employees,MOE，Department of Humanities and Social Sciences Youth,CO-PI:Wu， W.(2020-03-20 - 2022-12-01).

3. (CO-PI)Prediction and early warning model of emergency medical security and auxiliary decision support model for Winter Olympic Games,National Key Research and Development Program-Task,CO-PI:Li， J.(2019-12-01 - 2022-04-30).

4. (PI)Research on collaboration method and application model of data-driven medical service supply chain,Beijing Philosophy and Social Affairs Office,PI:Shang， X.(2019-11-15 - 2022-07-01).

5. (CO-PI)Intelligent logistics optimization theory and key technologies for intelligent manufacturing,Key Project of Basic Scientific Research Operating Expenses,CO-PI:Shi， X.(2019-04-01 - 2023-03-31).

6. (CO-PI)Research on the recognition method of abnormal behavior in medical insurance driven by big data,Graduate Innovation Project of Basic Scientific Research Operating Expenses,CO-PI:Zhou， S.(2019-04-01 - 2021-03-31).

7. (CO-PI)Research on complex decision information integration technology based on multi-source data fusion,Graduate Innovation Project of Basic Scientific Research Operating Expenses,CO-PI:Xing， Y.(2019-04-01 - 2021-03-31).

8. (CO-PI)Study on patient information behavior and its influence on patient compliance in online medical community,Graduate Innovation Project of Basic Scientific Research Operating Expenses,CO-PI:Lu， X.(2019-04-01 - 2021-03-31).

9. (CO-PI)Sub-project of the National Social Science Foundation: A study on the construction of Chinas graded medical system under the sharing economy—The evolution of graded diagnosis and treatment in China and its internal relationship with the sharing economy,National Social Science Foundation of China Major Program,CO-PI:Xia， M.(2019-01-01 - 2023-12-31).

10. (CO-PI)Research on software piracy management mechanism in Cloud Computing era: Perspective of commodity Trade strategy,National Natural Science Foundation of China Youth Fund,CO-PI:Zhang， X.(2019-01-01 - 2021-12-31).

11. (PI)Promoting modern talent management practices in Asian higher education institutions,International Cooperation,PI:Shang， X.(2019-01-01 - 2021-12-31).

12. (PI)Research on key technologies of individualized diagnosis and treatment decision support based on electronic medical record data,Beijing Natural Science Foundation General Program,PI:Shang， X.(2019-01-01 - 2021-12-31).

13. (CO-PI)Research on the construction of graded medical system in China under the sharing economy,National Social Science Foundation of China Major Program,CO-PI:Zhang， R.(2018-11-06 - 2023-12-31).

14. (CO-PI)Study on impact of comprehensive reform of medical administration in Beijing on pharmaceutical logistics industry in Beijing,Beijing Philosophy and Social Affairs Office,CO-PI:Zhang， R.(2018-08-01 - 2021-07-01).

15. (CO-PI)Research on index system of performance evaluation for scientific research projects,Beijing Science & Technology Commission,CO-PI:Zhang， R.(2018-08-01 - 2019-03-31).

16. (CO-PI)Knowledge representation and visualization of ultrasonic examination report based on knowledge mapping,Basic Scientific Research Operating Expenses,CO-PI:Feng， J.(2018-04-01 - 2020-03-31).

17. (PI)Research on the method of constructing medical knowledge graph with self-learning ability,Basic Scientific Research Operating Expenses,PI:Shang， X.(2018-03-01 - 2019-03-01).

18. (CO-PI)Research on enterprise management mechanism under the situation of big data of the Internet of things: From the perspective of enterprise and social supervision,Major Cultivation Project Supported by Humanities and Social Sciences of Basic Scientific Research Operating Expenses,CO-PI:Zhang， X.(2018-03-01 - 2021-09-30).

19. (PI)Research on clinical knowledge mining based on electronic medical record text,MOE，Department of Humanities and Social Sciences Youth,PI:Shang， X.(2018-01-01 - 2020-07-31).

20. (CO-PI)Research on the influencing factors and mechanism of continuous knowledge contribution behavior of members of virtual brand community,National Natural Science Foundation of China Youth Fund,CO-PI:Liu， H.(2018-01-01 - 2020-12-31).

21. (PI)Research on text structured method and knowledge mining research for electronic medical records oriented to clinical decision-making （National Natural Science Foundation）,National Natural Science Foundation of China Youth Fund,PI:Shang， X.(2018-01-01 - 2020-12-31).

22. (CO-PI)Scientific research base - Philosophy and social base construction—Construction funds of Beijing logistics informatization research base in 2018,Beijing Municipal Education Commission,CO-PI:Zhang， Z.(2018-01-01 - 2018-12-31).

23. (CO-PI)Construction of scientific research base—Philosophical social sciences base— Construction funds of Beijing Logistics Informatization Research Base in 2017,Beijing Municipal Education Commission,CO-PI:Zhang， R.(2017-07-01 - 2018-06-30).

24. (CO-PI)Research on information security and IT innovation in Beijing in the digital age,Beijing Philosophy and Social Affairs Office,CO-PI:Zhang， X.(2017-07-01 - 2020-06-30).

25. (CO-PI)Effect of medical health information on medical health information rate and efficiency based on patient compliance,Basic Scientific Research Operating Expenses,CO-PI:Lu， X.(2017-01-01 - 2018-12-31).

26. (CO-PI)Multi attribute group decision making method based on Pythagoras fuzzy sets and its application in disease diagnosis,Basic Scientific Research Operating Expenses,CO-PI:Wang， J.(2017-01-01 - 2018-12-30).

27. (CO-PI)Research and application of extraction method for naming entity based on machine learning,Basic Scientific Research Operating Expenses,CO-PI:Meng， J.(2017-01-01 - 2018-12-31).

28. (CO-PI)Research on development law and evolution trend of network society,Major Cultivation Project Supported by Humanities and Social Sciences of Basic Scientific Research Operating Expenses,CO-PI:Zhu， X.(2017-01-01 - 2024-09-30).

29. (CO-PI)Research on competitive strategy of Beijing network platform enterprises based on consumer demand,Beijing Philosophy and Social Affairs Office,CO-PI:Wu， W.(2016-10-07 - 2018-05-03).

30. (PI)Research on recommendation strategy of commodity information resources on E-commerce platform from the perspective of active information service,Other Departments,PI:Shang， X.(2016-06-01 - 2017-06-01).

31. (CO-PI)Construction funds of Zhe She Base—Beijing logistics informatization research base in 2016,Beijing Municipal Education Commission,CO-PI:Zhang， Z.(2016-05-12 - 2016-12-31).

32. (CO-PI)Industrialization project of vehicle power battery for 518 million hour per year—Energy saving and new energy vehicle power battery intelligent factory,Ministry of Finance of the Peoples Republic of China,CO-PI:Zhu， M.(2016-04-01 - 2020-12-31).

33. (CO-PI)Research on structured model of electronic medical record based on knowledge ontology,Basic Scientific Research Operating Expenses,CO-PI:Chen， D.(2016-03-01 - 2017-12-31).

34. (PI)Research on the construction of urban joint distribution system in Beijing under the environment of big data,Beijing Philosophy and Social Affairs Office,PI:Shang， X.(2016-01-01 - 2017-12-31).

35. (CO-PI)Big data-driven innovation of intelligent medical health management,National Natural Science Foundation of China Key Program,CO-PI:Zhang， R.(2016-01-01 - 2020-12-31).

36. (CO-PI)A study on the mechanism of service-oriented leaders advice to employees,Talent Fund of Basic Scientific Research Operating Expenses,CO-PI:Wu， W.(2015-11-02 - 2016-11-01).

37. (PI)Information recommendation strategy of e-commerce platform based on consumers behavioral psychology,Talent Fund of Basic Scientific Research Operating Expenses,PI:Shang， X.(2015-11-02 - 2017-09-01).

1. (PI)Technical service of digital publication processing,Social Science Commercially Funded Project,PI:Shang， X.(2019-05-06 - 2020-01-31).

2. (CO-PI)Research on key technologies of insurance intelligent audit based on abnormal behavior analysis of medical big data,Beijing Jiaotong University,CO-PI:Zhang， R.(2019-05-01 - 2021-04-30).

3. (CO-PI)Development of test auxiliary tools and simulation training system,Beijing Jiaotong University,CO-PI:Zhang， R.(2019-02-01 - 2021-12-31).

4. (CO-PI)White-Box testing and engineering data configuration,Beijing Jiaotong University,CO-PI:Zhang， R.(2019-02-01 - 2021-12-31).

5. (PI)Research and development of environmental health product database and visualization system,Social Science Commercially Funded Project,PI:Shang， X.(2018-05-01 - 2019-12-31).

6. (PI)Data structure and thematic database （collection） development of rare and endangered wild traditional Chinese medicine resources， traditional Chinese medicine and ethnic medicine samples,Social Science Commercially Funded Project,PI:Shang， X.(2018-01-05 - 2020-12-31).

7. (PI)Data structure and thematic database （collection） development of lost ancient books of traditional Chinese medicine， protection of acupuncture and moxibustion cultural relics and acupuncture atlas,Social Science Commercially Funded Project,PI:Shang， X.(2017-06-20 - 2019-12-31).

8. (PI)Simulation of signal system and development of correlative software—Development of simulation system interface software,Beijing Jiaotong University,PI:Shang， X.(2017-02-28 - 2019-12-31).

9. (CO-PI)Simulation of signal system and correlative software development,Beijing Jiaotong University,CO-PI:Zhang， R.(2016-12-01 - 2019-12-31).

10. (CO-PI)Zero distance interactive experience system platform bidding project （phase I）,Beijing Jiaotong University,CO-PI:Zhang， R.(2015-08-17 - 2018-06-30).

1.2017-01-01，First prize of Beijing Higher Education Teaching Achievement Award

2.2017-01-01，Prize winner of Woqi Award

Undergraduate

smart transportation

Introduction to E-Commerce

Artificial intelligence foundation

Computer network and application

Postgraduate

Research Methodology of Management Science

E-commerce

1. Zhang， R.,Zhao， H.， Xu， Y.， Zhang， X.， Wang， C.， & Shang， X.(2019).Relationship between service efficiency and patient flow in large hospital outpatient system: A data driven perspective,Journal of Management Science.

2. Fu， L.,Wang， R.， Yin， L.， Shang， X.， Zhang， R.， & Zhang， P.(2019).CYFRA21-1 tests in the diagnosis of non-small cell lung cancer: A meta-analysis,International Journal of Biological Markers.

3. Shang， X.,Xu， W.， Zhao， H.， Zhang， R.， & Zhu， S.(2019).Research on Chinese ultrasonic text structure and knowledge network construction method,Library and Information Service.

4. Huang， H.,Shang， X.， Zhao， H.， Wu， N.， Li， W.， Xu， Y.， Zhou， Y.， & Fu， L.(2019).Discovering medication patterns for high-complexity drug-using diseases through electronic medical records,IEEE Access.

5. Zhang， R.,Lu， X.， Wu， W.， & Shang， X.(2019).Why do patients follow physicians advice? The influence of patients regulatory focus on adherence: an empirical study in China,BMC Health Services Research.

6. Xu， Y.,Shang， X.， Wang， J.， Zhang， R.， Li， W.， & Xing， Y.(2019).A method to multi-attribute decision making with picture fuzzy information based on Muirhead mean,Journal of Intelligent and Fuzzy Systems.

7. Xu， Y.,Shang， X.， Wang， J.， Zhao， H.， Zhang， R.， & Bai， K.(2019).Some interval-valued q-rung dual hesitant fuzzy muirhead mean operators with their application to multi-attribute decision-making,IEEE Access.

8. Xu， W.,Shang， X.， Wang， J.， & Li， W.(2019).A novel approach to multi-attribute group decision-making based on interval-valued intuitionistic fuzzy power muirhead mean,Symmetry.

9. Wang， J.,Zhang， R.， Zhu， X.， Zhou， Z.， Shang， X.， & Li， L.(2019).Some q-rung orthopair fuzzy Muirhead means with their application to multi-attribute group decision making,Journal of Intelligent and Fuzzy Systems.

10. Li， W.,Islam， A.， Johnson， K.， Lauchande， P.， Shang， X.， & Xu， S.(2018).Understanding inter-organizational trust among integrated care service provider networks: A perspective on organizational asymmetries,Health Policy.

11. Zhou， Y.,Zhang， R.， Chen， D.， Shang， X.， & Zhou， Q.(2018).A context-awareness positioning scheme in hospital WLAN environment,International Journal of RF Technologies.

12. Xu， Y.,Shang， X.， Wang， J.， Wu， W.， & Huang， H.(2018).Some q-Rung dual hesitant fuzzy heronian mean operators with their application to multiple attribute group decision-making,Symmetry.

13. Liu， K.,Zhang， R.， Yin， L.， Sun， L.， Pan， X.， Hou， L.， Shang， X.， & Yang， X.(2018).Medical Service Unity: an Efficient Approach for Medical Care in Romote Areas in China,Rural and Remote Health.

14. Liu， K.,Zhang， R.， Yin， L.， Sun， L.， Pan， X.， Hou， L.， Shang， X.， & Yang， X.(2018).Medical service unity: An effective approach for medical care in rural areas in China,Rural and Remote Health.

15. Wu， W.,Liu， J.， & Shang， X.(2018).Gain without pay causes lazybones’ loss: The influence of formal and informal leader–member relationships on customer service performance,Chinese Management Studies.

16. Zhang， R.,Lu， X.， Wu， W.， Shang， X.， & Liu， M.(2018).Mature or emerging? The impact of treatment-related internet health information seeking on patients trust in physicians,International Journal of Environmental Research and Public Health.

17. Lu， X.,Zhang， R.， Wu， W.， Shang， X.， & Liu， M.(2018).Relationship between internet health information and patient compliance based on trust: Empirical study,Journal of Medical Internet Research.

18. Li， L.,Zhang， R.， Wang， J.， & Shang， X.(2018).Some q-orthopair linguistic Heronian mean operators with their application to multi-attribute group decision making,Archives of Control Sciences.

19. Zhang， R.,Xing， Y.，Wang， J.，Shang， X.， & Zhu， X.(2018).A novel multiattribute decision-making method based on point–choquet aggregation operators and its application in supporting the hierarchical medical treatment system in China,International Journal of Environmental Research and Public Health.

20. Xu， Y.,Shang， X.， & Wang， J.(2018).Pythagorean fuzzy interaction muirhead means with their application to multi-attribute group decision-making,Information.

21. Chen， D.,Zhang， R.， Fu， L.， Shang， X.， & Zhu， X.(2018).Mapping and migration of medical and health big data with SNOMED CT,Journal of the China Society for Scientific and Technical Information.

22. Li， L.,Zhang， R.， Wang， J.， Shang， X.， Bai， K.(2018).A novel approach to multi-attribute group decision making with q-rung picture linguistic information,Symmetry.

23. Zhang， R.,Chen， D.， Shang， X.， Zhu， X.， & Liu， K.(2018).A knowledge-constrained access control model for protecting patient privacy in hospital information systems,IEEE Journal of Biomedical and Health Informatics.

24. Zhang， R.,Chu， F.， Chen， D.， & Shang， X.(2018).A text structuring method for the Chinese medical text based on temporal information,International Journal of Environmental Research and Public Health.

25. Shang， X.,(2017).Remark on Bodied Technology: A technological reality coexist with Embodied Technology,Studies in Dialectics of Nature.

26. Shang， X.,Zhang， R.， Zhu， X.， & Zhou， Q.(2016).Design theory， modelling and the application for the Internet of Things service,Enterprise Information Systems.

1. Wang， J.,Zhang， R.，Li， L.，Li， W.，Shang， X.， & Xu， Y..2018.Some q-rung orthopair fuzzy dual maclaurin symmetric mean operators with their application to multiple criteria decision making[R].In:19th International Symposium on Knowledge and Systems Sciences （KSS 2018）,2018-12.

2. Xu， Y.,Shang， X.， Zhao， H.， Zhang， R.， & Wang， J..2018.The characteristics of service efficiency and patient flow in heavy load outpatient service system[R].In:KSS 2018: Knowledge and Systems Sciences,2018-10.

3. Lu， X.,Zhang， R.， Wu， W.， & Shang， X..2018.How does health website influence patient compliance: An empirical study[R].In:8th International Conference on Information Communication and Management （ICICM 2018）,2018-09.

4. Wang， J.,Zhang， R.，Shang， X.， Chen， D.， & Borut， B.2017.Pythagorean fuzzy bonferroni mean operators with their application to supply chain management[R].In:2017 IEEE International Conference on Systems， Man， and Cybernetics （SMC 2017）,2017-10.

5. Wu， J.,Zhang， R.， Chu， F.， & Shang， X..2017.Medical insurance fraud recognition based on improved outlier detection algorithm[R].In:2nd International Conference on Artificial Intelligence and Engineering Applications （AIEA 2017）,2017-09.

6. Chen， D.,Zhang， R.， Shang， X.， & Zhou， Q..2017.Text structuring method for the chinese medical texts based on temporal information[R].In:2017 International Conference on Logistics， Informatics and Service Sciences （LISS 2017）,2017-08.

7. Lu， X.,Shang， X.， Zhou， X.， & Wang， R..2017.Analysis of the patients behavior in medical treatment[R].In:2017 International Conference on Logistics， Informatics and Service Sciences （LISS 2017）,2017-07.

8. Chen， D.,Zhang， R.， Shang， X.， Zhou， Q.， & Wang， R..2017.A context-awareness positioning scheme in hospital WLAN environment[R].In:2017 International Conference on Logistics， Informatics and Service Sciences （LISS 2017）,2017-07.

9. Zhang， R.,Chen， D.， & Shang， X..2016.Privacy preserving for patients information: A knowledge-constrained access control model for hospital information systems[R].In:14th IEEE International Conference on Industrial Informatics （INDIN 2016）,2016-07.

1. Liu， T.， & Wang， Z.. .

1. Liu， T.， & Wang， Z.. .

2. Shang， X.. A Study based on analysis of the patients behavior in medical treatment. LISS 2017. Beijing. 2017-07..

3. Shang， X.. A context-awareness positioning scheme in the WLAN environment. LISS 2017. Beijing. 2017-07..

1. Liu， T.， & Wang， Z.. .

2. Shang， X.. A Study based on analysis of the patients behavior in medical treatment. LISS 2017. Beijing. 2017-07..

3. Shang， X.. A context-awareness positioning scheme in the WLAN environment. LISS 2017. Beijing. 2017-07..

1. Liu， T.， & Wang， Z.. .

2. Shang， X.. A Study based on analysis of the patients behavior in medical treatment. LISS 2017. Beijing. 2017-07. .

3. Shang， X.. A context-awareness positioning scheme in the WLAN environment. LISS 2017. Beijing. 2017-07. .

1. Deputy Director of Information Management， School of Economics and Management， Beijing Jiaotong University ..