信息管理系
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信息管理系

蔡圆媛

性别:女

职称:讲师

办公室:耕耘楼806

Email:caiyuanyuan@btbu.edu.cn

研究方向:自然语言处理、大数据挖掘、分布式人工智能

教育背景:2016年毕业于北京交通大学,获得软件工程专业工学博士学位

部分科研项目:

1. 北京市教育委员会科技计划一般项目,KM202010011011,食品安全舆情研判及谣言识别研究,在研,主持

2. 北京市自然科学基金委员会青年项目,4184084面向机器阅读理解多粒度文本的多维跨层级注意力机制研究,已结题,主持

3. 教育部人文社会科学研究青年基金项目,17YJCZH007基于深度学习的视频直播弹幕违规内容识别研究,已结题,主持

4. 澳门威尼斯游戏平台青年教师科研启动基金项目,QNJJ2017-17地质大数据中基于深度学习的实体抽取和表示,已结题,主持

5. 国土资源部地质信息技术重点实验室开放课题项目,2016303,大数据支撑平台建设,结题,主持

6. 科技部国家重点研发计划项目子课题,2019YFC1606401,食品污染物风险分级评价框架体系与智能研判预警模型研究,在研,参加

7. 国家自然科学基金委员会,面上项目,61872033,多源异构社交媒体用户关联及跨域突发热点预测方法研究,在研,参加

8. 国家自然科学基金委员会,面上项目,61272353,资源导向型对等网络下服务发现与服务组合的研究,已结题,参加

9. 中国食品药品检定研究院,国家食品抽检监测信息系统2017年升级项目,已结题,参加

主要研究成果:

[1] Yuanyuan Cai, Shirui Pan*, Ximeng Wang*, Hongshu Chen, Xiaoyan Cai, Min Zuo. Measuring distance-based semantic similarity using meronymy and hyponymy relations[J]. Neural Computing and Applications, 2020, 32(8): 3521–3534.   SCI检索,影响因子:4.664 (2018)

[2] Yuanyuan Cai, Qingchuan Zhang*, Wei Lu, Xiaoping Che. A hybrid approach for measuring semantic similarity based on IC-weighted path distance in WordNet[J]. Journal of Intelligent Information Systems, 2018, 51: 23–47.     SCI检索,影响因子:1.589 (2018)

[3] 蔡圆媛, 大数据环境下基于知识整合的语义计算技术与应用[M]. 北京理工大学出版社, 192千字, 2018.                                      

[4] Wei Lu, Yuanyuan Cai*, Xiaoping Che, Yuxun Lu. Joint semantic similarity assessment with raw corpus and structured ontology for semantic-oriented service discovery[J]. Personal and Ubiquitous Computing, 2016, 20(3): 311-323.  SCI检索,影响因子:1.735 (2018)

[5] Yuanyuan Cai, Wei Lu*, Liqiang Wang, Weiwei Xing. Cloud Computing Research Analysis Using Bibliometric Method[J]. International Journal of Software Engineering and Knowledge Engineering, 2015, 25(3):551-571.  SCI检索,影响因子:0.397 (2017)

[6] Wei Lu, Yuanyuan Cai*, Xiaoping Che, Kailun Shi. Semantic Similarity Assessment Using Differential Evolution Algorithm in Continuous Vector Space[J]. Journal of Visual Languages&Computing, 2015, 31(Part B), pp.246-251.  SCI检索,影响因子:1.045 (2018)

[7] Yuanyuan Cai, Wei Lu*, Xiaoping Che, Kailun Shi. Differential Evolutionary Algorithm based on Multiple Vector Metrics for Semantic Similarity Assessment in Continuous Feature Space[C]// 21st International Conference on Distributed Multimedia Systems, Vancouver, Canada, 2015.08.31-09.02. EI会议论文

[8] Yuanyuan Cai, Wei Lu*, Xiaoping Che, Yuxun Lu. Knowledge-enhanced Multi-semantic Fusion for Concept Similarity Measurement in Continuous Vector Space [C]// 12th IEEE International conference on Autonomic and Trusted Computing, Beijing, China, 2015.08.10-08.14. EI会议论文

 

Yuanyuan Cai

Lecturer

Information Management Department

School of E-commerce and Logistics

Beijing Technology and Business University

Email: caiyuanyuan@btbu.edu.cn

Research Interests

●Natural Language Processing

●Big Data Mining

●Distributed Artificial Intelligence

Education

●2016, Ph.D., Major in Software Engineering, Beijing Jiaotong University, China.

Publications

[1] Yuanyuan Cai, Shirui Pan*, Ximeng Wang*, Hongshu Chen, Xiaoyan Cai, Min Zuo. Measuring distance-based semantic similarity using meronymy and hyponymy relations[J]. Neural Computing and Applications, 2020, 32(8): 3521–3534.    

[2] Yuanyuan Cai, Qingchuan Zhang*, Wei Lu, Xiaoping Che. A hybrid approach for

measuring semantic similarity based on IC-weighted path distance in WordNet[J]. Journal of Intelligent Information Systems, 2018, 51: 23–47.      

[3] Yuanyuan, 大数据环境下基于知识整合的语义计算技术与应用[M]. Beijing University of Post and Telecommunications Press, 2018.

[4] Wei Lu, Yuanyuan Cai*, Xiaoping Che, Yuxun Lu. Joint semantic similarity assessment with raw corpus and structured ontology for semantic-oriented service discovery[J]. Personal and Ubiquitous Computing, 2016, 20(3): 311-323.   

[5] Yuanyuan Cai, Wei Lu*, Liqiang Wang, Weiwei Xing. Cloud Computing Research Analysis Using Bibliometric Method[J]. International Journal of Software Engineering and Knowledge Engineering, 2015, 25(3):551-571.    

[6] Wei Lu, Yuanyuan Cai*, Xiaoping Che, Kailun Shi. Semantic Similarity Assessment Using Differential Evolution Algorithm in Continuous Vector Space[J]. Journal of Visual Languages&Computing, 2015, 31(Part B), pp.246-251.   

[7] Yuanyuan Cai, Wei Lu*, Xiaoping Che, Kailun Shi. Differential Evolutionary Algorithm based on Multiple Vector Metrics for Semantic Similarity Assessment in Continuous Feature Space[C]// 21st International Conference on Distributed Multimedia Systems, Vancouver, Canada, 2015.08.31-09.02.            

[8] Yuanyuan Cai, Wei Lu*, Xiaoping Che, Yuxun Lu. Knowledge-enhanced Multi-semantic Fusion for Concept Similarity Measurement in Continuous Vector Space[C]// 12th IEEE International conference on Autonomic and Trusted Computing, Beijing, China, 2015.08.10-08.14.