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教育背景

1989.9-1993.7 吉林大学 计算机系(计算机及应用) 学士 

1993.9-1996.7 吉林大学 计算机系(计算机组织与系统结构)硕士

1996.8-1999.9 中科院数学研究所 (计算机软件) 博士

1999.12-2001.12 加拿大多伦多大学 信息学院 博士后

2002.1-2004.7 加拿大多伦多大学计算机系 博士后

工作履历

2004.8-现在 清华大学软件学院

学术兼职

2006.1- 国际电气与电子工程师学会(IEEE) 会员

2006.1- 国际电气与电子工程师学会计算机协会(IEEE COMPUTER Society) 会员

2007.1- 中国计算机学会高级会员,软件工程专委 委员

2010.1- UML认证专家委员会 

程序委员会: Requirements Engineering Conference, 中国软件大会

研究概况

1. 网络环境下基于群体协同的软件需求获取和建模方法研究 基金重点 2015.10~2019.12

2. 口腔健康服务平台关键支撑技术研发  科技支撑  2015.1~2017.12 

3. 百度-清华大学AI医疗联合科研项目  百度  2019.5~2022.4 

4. 工业安全智能综合应用 中国人寿 2020.9~2025.9 

5. 基于机器学习的大数据智能诊疗平台开发 北大口腔  2016.01~2017.12 

6. 基于社交建模的安全需求工程技术研究 基金委 面上 2009.1-2011.12

7. 基于动态最优决策的需求工程技术研究 科技部863 面上 2007.9-2009.8

8. 基于意图的形式化需求分析方法研究 基金委 青年 2006.1-2008.12

9. 中国软件需求工程现状 西门子,海外2008.1-2008.9

10. 环境驱动的可信软件需求工程技术研究 基金委,重点 2009.1-2012.12

11. 知识制导的需求工程若干关键技术研究 科技部863面上 2007.1-2008.12

12. 基于知识的网构软件需求建模理论和方法研究 科技部973 2002.9-2007.9

学术成果

期刊论文:

1.Meira Levy, Lin Liu, Daniel Amyot, Eric S. K. Yu, Muneef Alshammari, Malak Baslyman, Elizabeth Bjarnason, Christopher Bull, Carlos Henrique C. Duarte, Eduard C. Groen, Sami Jantunen, Sylwia Kopczynska, Lysanne Lessard, Ita Richardson, Jens H. Weber, Ziqi Wei: Requirements Engineering for Well-Being, Aging, and Health: An Overview for Practitioners. IEEE Softw. 38(3): 7-12 (2021)

2.Javed Ali Khan, Lin Liu, Lijie Wen: Requirements knowledge acquisition from online user forums. IET Softw. 14(3): 242-253 (2020) 

3.Javed Ali Khan, Lin Liu, Lijie Wen, Raian Ali: Conceptualising, extracting and analysing requirements arguments in users' forums: The CrowdRE-Arg framework. J. Softw. Evol. Process. 32(12) (2020) 

4. Affan Yasin, Lin Liu, Tong Li, Rubia Fatima, Jianmin Wang: Improving software security awareness using a serious game. IET Softw. 13(2): 159-169(2019) 

5. Rubia Fatima, Affan Yasin, Lin Liu, Jianmin Wang: How persuasive is a phishing email? A phishing game for phishing awareness. J. Comput. Secur. 27(6): 581-612 (2019) 

6. Svitlana Kutia, Sajjad Hussain Chauhdary, Celestine Iwendi, Lin Liu, Wang Yong, Ali Kashif Bashir: Socio-Technological Factors Affecting User's Adoption of eHealth Functionalities: A Case Study of China and Ukraine eHealth Systems. IEEE Access 7: 90777-90788 (2019) 

7. Affan Yasin, Lin Liu, Tong Li, Jianmin Wang, Didar Zowghi: Design and preliminary evaluation of a cyber Security Requirements Education Game (SREG). Inf. Softw. Technol. 95: 179-200 (2018)

8. Lin Liu, Qing Zhou (MSE), Jilei Liu (MSE), Zhanqiang Cao (PhD): Requirements cybernetics: Elicitation based on user behavioral data. Journal of Systems and Software 124: 187-194 (2017)

9. Haihua Xie, Jingwei Yang, Carl K. Chang, Lin Liu: A statistical analysis approach to predict user's changing requirements for software service evolution. J. Syst. Softw. 132: 147-164(2017)

10. Lin Liu: When intelligence meets data: game story generation by compositional creativity. IJCrC 1(2/3/4): 274-307 (2016)

11. Lin Liu, Letong Feng(MSc), Yanqing Li(MSE), Delin Jing(PhD), Hongji Yang: Flourishing creativity in software development via Internetware paradigm. SCIENCE CHINA Information Sciences 59(8): 080103:1-080103:13 (2016)

12. Lin Liu, Chen Yang(MSc), Jianmin Wang, Xiaojun Ye, Yingbo Liu, Hongji Yang, Xiaodong Liu: Requirements model driven adaption and evolution of Internetware. SCIENCE CHINA Information Sciences 57(6): 1-19 (2014)

13. Stefanos Gritzalis, Lin Liu: Requirements Engineering for Security, Privacy and Services in Cloud Environments. Requir. Eng. 18(4): 297-298 (2013).

14. He Zhang(MSc), Lin Liu, Tong Li(MSE), “Designing IT systems according to environmental settings: a strategic analysis framework”, Journal of Strategic Information Systems, 20 (2011) pp. 80-95.

15. Lin Liu, Eric Yu, John Mylopoulos. Secure-i*: Engineering Secure Software Systems through Social Analysis. International Journal of Software and Informatics. Vol.3, Issue 1. 2009

16. Lin Liu, Qiang Liu, Chi-hung Chi, Zhi Jin, Eric Yu. Towards a service requirements modelling ontology based on agent knowledge and intentions. International Journal of Agent-Oriented Software Engineering. Vol.2, No.3, pp324-349. DOI:10.1504/IJAOSE.2008.019422.

17. Puwei Wang(PhD), Zhi Jin, Lin Liu, Guangjun Cai(PhD): Building toward Capability Specifications of Web Services Based on an Environment Ontology. IEEE Trans. Knowl. Data Eng. 20(4): 547-561 (2008).

18. L. Liu, E. Yu. Designing Information Systems in Social Context: A Goal and Scenario Modelling Approach.  Information Systems (journal), Vol.29, No.2. Page(s) 187-203, 2004.

19. A. Fuxman(MSc), L. Liu, J. Mylopoulos, M. Pistore, M. Roveri and  P. Traverso. Specifying and Analyzing Early Requirements in Tropos. Journal of Requirements Engineering. Vol.9, No.2. Page(s) 132-150. May 2004.

20. L. Penserini(Postdoc), L. Liu, J. Mylopoulos, M. Panti, L. Spalazzi. Web Intelligence and Agent Systems (journal), Publisher: IOS Press, ISSN 1570-1263, pp. 3-21, 2003.


担任国际学术会议重要职务及在国际学术会议大会报告、特邀报告情况:

2019需求工程国际会议RE@Next! 联合主席,需求工程国际会议程序委员。

2015亚太区需求工程会议APRES联合主席。

2020 健康老龄化需求工程研讨会REWBAH联合主席。

高级信息系统工程会议CAiSE程序委员及宣传联合主席。

2016 需求工程国际会议,安全需求工程研讨会特邀报告。 


Published National Journal/Conference Papers 

21. Jie Yang, Jiarou Fan, Yiru Wang, Yige Wang, Weihao Gan, Lin Liu, Wei Wu: Hierarchical Feature Embedding for Attribute Recognition. CVPR 2020: 13052-13061 

22. Jingwei Yang, Lin Liu: What Users Think about Predictive Analytics? A Survey on NFRs. RE 2020: 340-345

23. Jie Yang, Yuchen Xie, Lin Liu, Bin Xia, Zhanqiang Cao, Chuanbin Guo: Automated Dental Image Analysis by Deep Learning on Small Dataset. COMPSAC (1) 2018: 492-497

24. Lin Liu, Letong Feng(MSc), Zhanqiang Cao(PhD), Jingdong Li:
Requirements Engineering for Health Data Analytics: Challenges and Possible Directions. RE 2016: 266-275

25. Feng-Lin Li(PhD), Jennifer Horkoff, Lin Liu, Alexander Borgida, Giancarlo Guizzardi, John Mylopoulos:
Engineering Requirements with Desiree: An Empirical Evaluation. CAiSE 2016: 221-238

26. He Zhang(MSc.), Yuejiao Ha(Undergrad.), Lin Liu:
Making Climate Models Reusable: From Static Model Analysis to On-demand Model Integration. COMPSAC (Stephen S. Yau Academic Symposium) 2015: 87-96

27. Letong Feng(MSc.), Yanqing Li(MSE), Lin Liu, Xiaojun Ye, Jianmin Wang, Zhanqiang Cao(PhD), Xin Peng:
Towards an Applied Oral Health Ontology: A Round Trip between Clinical Data and Experiential Medical Knowledge. COMPSAC Workshops 2015: 288-295

28. Feng-Lin Li(PhD), Jennifer Horkoff, Alexander Borgida, Giancarlo Guizzardi, Lin Liu, John Mylopoulos:
From Stakeholder Requirements to Formal Specifications Through Refinement. REFSQ 2015: 164-180

29. He Sun(MSE), Lin Liu, Letong Feng(MSc), Yuan Xiang Gu:
Introducing Code Assets of a New White-Box Security Modeling Language. COMPSAC Workshops 2014: 116-121

30. Luyao Liu(MSE), Lin Liu, Zuo Yang(MSE):
Services Adaptation Based on Domain Ontology and Feature Configuration. ICWS 2014: 698-701

31. Lin Liu, Tianying Li(MSE), Xiaoxi Kou(MSE):
Eliciting Relations from Natural Language Requirements Documents Based on Linguistic and Statistical Analysis. COMPSAC 2014: 191-200

32. Feng-Lin Li(PhD), Jennifer Horkoff, John Mylopoulos, Renata S. S. Guizzardi, Giancarlo Guizzardi, Alexander Borgida, Lin Liu:
Non-functional requirements as qualities, with a spice of ontology. RE 2014: 293-302

33. Robert Meersman, Hervé Panetto, Tharam S. Dillon, Michele Missikoff, Lin Liu, Oscar Pastor, Alfredo Cuzzocrea, Timos K. Sellis:
On the Move to Meaningful Internet Systems: OTM 2014 Conferences - Confederated International Conferences: CoopIS, and ODBASE 2014, Amantea, Italy, October 27-31, 2014, Proceedings. Lecture Notes in Computer Science 8841, Springer 2014, ISBN 978-3-662-45562-3

34. Daren Fang(PhD), Xiaodong Liu, Lin Liu, Hongji Yang:
TARGO: Transition and Reallocation Based Green Optimization for Cloud VMs. GreenCom/iThings/CPScom 2013: 215-223

35. Qing Zhou(MSE), Lin Liu: Understanding Requirements for Online Services Based on Users‘ Behavioural Data Analysis. COMPSAC Workshops 2013: 27-34.

36. Feng-Lin Li(PhD), Jennifer Horkoff, John Mylopoulos, Lin Liu, Alexander Borgida: Non-Functional Requirements Revisited. iStar 2013: 109-114

37. Hong Mei, Jian Lv, Qianxiang Wang, Lin Liu:
Proceedings of the Fourth Asia-Pacific Symposium on Internetware, Internetware 2012, Qingdao, China, October 30-31, 2012. ACM 2012, ISBN 978-1-4503-1888-4

38. Farzana Rahman(PhD), Sheikh Iqbal Ahamed, Casey O'Brien, He Zhang, Lin Liu:
Evolution of Energy Awareness Using an Open Carbon Footprint Calculation Platform. Handbook of Energy-Aware and Green Computing 2012: 1133-1144

39. Jane Cleland-Huang, Matthias Jarke, Lin Liu, Kalle Lyytinen:
Requirements Management - Novel Perspectives and Challenges (Dagstuhl Seminar 12442). Dagstuhl Reports 2(10): 117-152 (2012)

40. Lin Liu: Requirements Engineering for Service Adaptation and Evolution. COMPSAC Workshops 2012: 398-402

41. Feng-Lin Li(PhD), Lin Liu, John Mylopoulos: Software Service Evolution: A Requirements Perspective. COMPSAC Workshops 2012: 353-358

42. Golnaz Elalhi(PhD), Eric Yu, Yuan Gu, Andrew Wajs, Lin Liu, Goal-Oriented Modelling and Analysis of White-Box Security: Toward an Ontology, SSP, Beijing, June 16. 2012.

43. Ziyan Xu(MSE), Haihong Zhao(MSE), Sheau Ling Tan(MSE), Lin Liu, Service-Oriented Migration of Enterprise Information Systems From Requirement Perspective, APSEC, Hong Kong, Dec 4,2012.

44. Sheau Ling Tang(MSE), Lin Liu, Performance Analysis of Reusable Components with Hybrid Modelling of Strategies and Processes: A Real-World Case Study. QUROS@COMPSAC 2012. 302-309.

45. Fenglin Li(PhD), Lin Liu, John Mylopoulos. Software Service Evolution: A Requirements Perspective. REFS@COMPSAC 2012. 353-358.

46. Junjun Sun(MSE), Feng Liu(MSE), He Zhang(MSE), Lin Liu, Eric Yu: Understanding the Diversity of Services Based on Users' Identities. In: H. Mouratidis, C. Rolland (Eds.): Advanced Information Systems Engineering - 23rd International Conference, CAiSE 2011, London, UK, June 20-24, 2011. Proceedings. LNCS, 6741, Springer 2011, 612-626.

47. Lin Liu, Zhi Jin, Ruqian Lu, Hongji Yang: Agent-Oriented Requirements Analysis from Scenarios. In: James O'Shea, Ngoc Thanh Nguyen, Keeley A. Crockett, Robert J. Howlett, Lakhmi C. Jain (Eds.): Agent and Multi-Agent Systems: Technologies and Applications - 5th KES International Conference, KES-AMSTA 2011, Manchester, UK, June 29 - July 1, 2011. Proceedings. Lecture Notes in Computer Science 6682 Springer 2011: 394-405.

48. Yuhong Wen(MSE), Haihong Zhao(MSE), Lin Liu: Analysing Security Requirements Patterns Based on Problem Decomposition and Composition. In Proceedings of the IEEE International Workshop on Requirements Pattern, RePa 2011, Trento, Italy, 28 August – 2 September, 2011. IEEE Computer Society 2011: 11 – 20.

49. Zhanlei Ma(MSE), Lin Liu, Hongji Yang, John Mylopoulos: Adaptive Service Composition Based on Runtime Requirements Monitoring. In Proceedings of the IEEE International Conference on Web Services, ICWS 2011, Washington D. C., USA, 2 – 7 July, 2011. IEEE Computer Society 2011. 339-346.

50. Lin Liu, Ziyan Xu(MSE), Zhanlei Ma, Hongji Yang: Evolution vs. innovation in requirements for services. Requirements Engineering for Systems, Services and Systems-of-Systems (RESS), 2011 Workshop, Trento, Italy, August 30, 2011. IEEE 2011: 10-15.

51. Hui Guan, Weiru Chen, Lin Liu, Hongji Yang: Environment-Driven Threats Elicitation for Web Applications. In: James O'Shea, Ngoc Thanh Nguyen, Keeley A. Crockett, Robert J. Howlett, Lakhmi C. Jain (Eds.): Agent and Multi-Agent Systems: Technologies and Applications - 5th KES International Conference, KES-AMSTA 2011, Manchester, UK, June 29 - July 1, 2011. Proceedings. LNCS 6682 Springer 2011: 291-300.

52. Golnaz Elahi(PhD), Eric Yu, Tong Li, Lin Liu: Security Requirements Engineering in the Wild: A Survey of Common Practices. Proceedings of the 35th Annual IEEE International Computer Software and Applications Conference, COMPSAC 2011, Munich, Germany, 18-22 July 2011. IEEE Computer Society 2011: 314-319.

53. Lin Liu, Hongyu Zhang, Fei, Peng, et.al. Understanding the Chinese Characteristics of Requirements Engineering, in proceedings of 17th IEEE International Requirements Engineering Conference (RE 2009). 261-266. August 31- September 4, 2009. Atlanta, USA.

54. Wenting Ma(MSE), Lin Liu, Haihua Xie, Hongyu Zhang. Preference Model Driven Services Selection. Conference of Advanced Information System Engineering (CAiSE 2009). 216-230. Amsterdam, the Netherlands.

55. Haihua Xie(MSE), Lin Liu, Jingwei Yang.  i*-Prefer: Optimizing Requirements Elicitation Based on Actor Preferences. Proceedings of ACM Software Applications Conference, March 2009.pp 1456-1461.

56. Wenting Ma(MSE), Lin Liu, Wenzhong Feng, Yuhui Shan, Fei Peng. Analyzing Software Risks within Culture and Social Setting. LMSA workshop at ICSE 2009.

57. Lin Liu, Tong Li(MSE), Fei, Peng. Why Requirements Engineering Fail, A Survey Report from China, in proceedings of 18th IEEE International Requirements Engineering Conference (RE 2010). 261-266. Sept 27- Oct. 1, 2010. Sydney, New South Wales, Australia.

58. Teng Long(MSE), Lin Liu, Yijun Yu, Zhiguo Wan: Assure High Quality Code Using Refactoring and Obfuscation Techniques. in proceedings of Fifth International Conference on Frontier of Computer Science and Technology (FCST 2010): 246-252. Changchun, Jilin Province, China, August 18-22, 2010.

59. Yunsong Jian(MSE), Tong Li(MSE), Lin Liu, Eric Yu. Goal-Oriented Requirements Engineering for Running Systems. In proceedings of Requirements @ Run-time workshop @ RE 2010 conference. Sydney, Australia. September, 2010.

60. Tong Li (MSE), Lin Liu, Golnaz Elahi, Eric Yu, and Bryant, Barrett R., Service Security Analysis Based on i*: An Approach from the Attacker Viewpoint, Proceedings of STPSA 2010, 5th IEEE International Workshop on Security, Trust, and Privacy for Software Applications, COMPSAC Vol.II. 127-133. July 19, 2010, Seoul, Korea.

61. Lin Liu, Hongyu Zhang, Fei, Peng, et.al. Understanding the Chinese Characteristics of Requirements Engineering, in proceedings of 17th IEEE International Requirements Engineering Conference (RE 2009). 261-266. August 31- September 4, 2009. Atlanta, USA.

62. Teng Long(MSE), Lin Liu, Yijun Yu, Zhi Jin. AVT Vector: A Quantitative Security Requirements Evaluation Approach based on Assets, Vulnerabilities and Trustworthiness of Environment, (Extended Abstract) in proceedings of 17th IEEE International Requirements Engineering Conference (RE 2009). August 31- September 4, 2009. Atlanta, USA.

63. Wenting Ma(MSE), Lin Liu, Haihua Xie, Hongyu Zhang. Preference Model Driven Services Selection. Accepted by Conference of Advanced information System Engineering (CAiSE 2009). 216-230. Amsterdam, the Netherlands.

64. Haihua Xie(MSE), Lin Liu, Jingwei Yang.  i*-Prefer: Optimizing Requirements Elicitation Based on Actor Preferences. Proceedings of ACM Software Applications Conference, March 2009.pp 1456-1461.

65. Jingwei Yang(MSE), Lin Liu: Modelling Requirements Patterns with a Goal and PF Integrated Analysis Approach. COMPSAC 2008: 239-246.

66. Jian Xiang(MSE), L. Liu, W. Qiao, J. Yang. SREM: A Service Requirements Elicitation Mechanism Based on Ontology . In Proceedings of the 31th Annual International Computer Software & Applications Conference (COMPSAC’07), Beijing, China. July 23-27, 2007:196-203.

67. Lin Liu, Zhi Jin. Integrating Goals and Problem Frames in Requirements Analysis. (Extended Abstract) In Proceedings of 14th IEEE International Requirements Engineering Conference (RE’06). Minnesota, Minneapolis, USA. September 11-15, 2006.

68. Lin Liu, Q. Liu, C. Chi, Z. Jin, E. Yu. Towards A Service Requirements Ontology on Knowledge and Intention, In Proceedings of The 6th International Conference on Quality Software (QSIC-ISEAT’06), Beijing, CHINA, October, 27-28, 2006:452-461.

69. Lin Liu, E. Yu, J. Mylopoulos. Security Design Based on Social Modelling. COMPSAC’06. In Proceedings of the 30th Annual International Computer Software & Applications Conference, Chicago, Illinois, USA. September 17-21, 2006:71-76.

70. Zhi Jin, Lin Liu. Web Service Retrieval: An Approach Based on Context Ontology. In Proceedings of the 30th Annual International Computer Software & Applications Conference, Chicago, Illinois, USA. September 17-21, 2006:513-520.