康怡琳,海归博士/博士后,博士毕业于新加坡南洋理工大学计算机科学与工程学院,师从学院院长Miao Chun-Yan教授(IEEE Fellow)及科研副院长Tan Ah-Hwee教授(终身教授)。本科与硕士毕业于华中科技大学。主要研究方向包括人工智能、信息检索、数据挖掘(文本挖掘/社会分析与挖掘)、自然语言处理等。硕士就读期间曾在Intel中国实习,博士就读期间先后在Intellisys,C2I及世界级研发中心The Joint NTU-UBC Research Centre of Excellence in Active Living for the Elderly从事科学研究工作。现为中国人工智能学会教育工作委员会委员,中国计算机学会会员/IEEE学会会员,湖北省侨联青委会委员。作为骨干成员参与新加坡国家重点研究基金项目2 项。目前已发表国际高水平学术会议及期刊论文20余篇(包含CCF A类会议)。担任IEEE/WIC/ACM International Conference on Web Intelligent and Intelligent Agent Technology 2015组委会委员,长期担任IJCAI、AAAI等国际顶级学术会议程序委员会委员(PC),常年担任IEEE Trans. On Neural Network and Learning Systems(CCF A类期刊)等重要学术期刊审稿人。
主要教授课程:
* 机器学习导论
* 机器学习课程设计
* 认知科学导论
* 软件设计I:面向对象程序设计语言
* 智能科学前沿
* 走近人工智能(公选)
组里部分深造学生去向:
熊逻 |
13级智科 |
保研至厦门大学,现就职于华为 |
闻如辰 |
13级软实 |
Colorado School of Mines读博 |
杨雨昕 |
14级智科 |
保研至中科院计算所,现博士在读 |
徐爱坤 |
15级智科 |
保研至中南大学,现博士在读 |
刘俊伟 |
15级智科 |
华中科技大学读研、现就职于中兴通讯 |
胡建武 |
16级智科 |
浙江大学读研,现SP offer就职于滴滴 |
傅杰 |
17级智科 |
保研至东南大学,学生标兵 |
章怡 |
18级智科 |
保研至电子科技大学,学生标兵 |
欧仁葳 |
19级软实 |
英国King’s College读研,中山大学读博 |
杨轶甄 |
19级智科 |
保研至中南大学 |
皮玉艳 |
19级智科 |
湖南大学读研 |
竞赛指导:
指导学生参加国家级/省级竞赛40余项, 包括:
* 国家级大学生创新训练项目
* 蓝桥杯国赛二等奖
* 世界机器人大赛一等奖
* 中国大学生计算机设计大赛二等奖
* “泰迪杯”数据挖掘挑战赛一等奖
* 中国工程机器人大赛一等奖
* 2019年“湖北省计算机专业人才培养合作联盟”本科毕业论文答辩1等奖(第一名)
* 多项省级/校级“本科优秀学士学位论文”
部分论文成果:
[1]Zijing Wan, Yilin Kang, Renwei Ou, Song Xue, Dongwei Xu, Xiaobing Luo, “Multi-step time series forecasting on the temperature of lithium-ion batteries”, Journal of Energy Storage, Volume 64, 1 August 2023 (SCI 1区)
[2]杨纪星, 杨波, 朱剑林, 康怡琳,“面向金融领域的因果事理图谱构建方法研究与实现”,中文信息学报, 2023 (中国中文信息学会旗舰刊物)
[3]Yilin Kang,Renwei Ou,Yi Zhang,Hongling Li,Shasha Tian, “PG-CODE: Latent Dirichlet Allocation Embedded Policy Knowledge Graph for Government Department Coordination”, Tsinghua Science and Technology, 2022 (SCI 1区)
[4]Yilin Kang,Renwei Ou, “Multi-Entity Government Policy Networks: Modelling and Characteristic Mining”, IEEE International Conference on Metaverse, 2022
[5]Dejun Wang, Hebin Hu, Yilin Kang, Yi Zhang, Zhida Guo and Tenglong Yu, “Policy2Graph: A Structure-aware Perspective on Constructing Policy Knowledge Graph for Smart Governance”, IEEE International Conference on Metaverse , 2022
[6]Ping Zhong, Aikun Xu, Yilin Kang, Shigeng Zhang , Yiming Zhang, “An optimal deployment scheme for extremely fast charging stations”, Peer-to-Peer Netw. Appl. 15(3): 1486-1504, 2022
[7]Aikun Xu, Ping Zhong*, Yilin Kang, Jiongqiang Duan, Anning Wang,Mingming Lu, and Chuan Shi, “THAN:Multi-Modal Transportation Recommendation with Heterogeneous Graph Attention Networks”, IEEE Transactions on Intelligent Transportation System, 2022(SCI 1区)
[8]康怡琳,孙璐冰,朱容波,李梦瑶, “深度学习中文命名实体识别研究综述” ,华中科技大学学报:自然科学版, 44-53, 2022 (华科70周年校庆专刊)
[9]Shasha Tian, Yuanxiang Li, Yilin Kang, Jiening Xia, “Multi-robot path planning in wireless sensor networks based on jump mechanism PSO and safety gap obstacle avoidance”, Future Generation Computer Systems,Volume 118,pp.37-47, 2021 (SCI 2区)
[10]Budhitama Subagdja, Ah-Hwee Tan, Yi-Lin Kang, “A coordination , framework for multi-agent persuasion and adviser systems”, Expert Systems with applications, : 31~51, 2019(SCI 1区)
[11]Yilin Kang, Ah-Hwee Tan and Chunyan Miao, “An Adaptive Computational Model for Personalized Persuasion”, International Joint Conference on Artificial Intelligence 2015 (CCF A类)
[12]Yilin Kang, Ah-Hwee Tan, “Making Personalized Persuasion: A Computational Model for Adaptive Persuasion”, Fourteenth International Conference on Autonomous Agents and Multiagent Systems (CCF B类)
[13]Di Wang, Budhitama Subagdja, Yilin Kang, Ah-Hwee Tan and Daqing Zhang, “Towards Intelligent Caring Agents for Aging-In-Place: Issues and Challenges”, IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2014), Orlando, Florida, USA, December 9-12, 2014
[14]Yilin Kang and Ah-Hwee Tan, “Self-Organizing Cognitive Models for Virtual Agents”, In Proceedings, Thirteenth International Conference on Intelligent Virtual Agents, pp.29-43, Edinburgh, Scotland, U.K, 28 August - 01 September 2013.
[15]Yilin Kang, Fui-Hoon Nah and Ah-Hwee Tan, “Investigating Intelligent Agents in a 3D Virtual World”, In Proceedings, International Conference on Information Systems (ICIS 2012), Orlando, USA, December 16-19, 2012. (信息系统领域顶会)
[16]Yilin Kang, Ah-Hwee Tan and Fui-Hoon Nah, “Agent-based Virtual Humans in Co-Space: An Evaluative Study”, In Proceedings, IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 2012), Macau, China, December 4-7, 2012.
[17]Yilin Kang, Budhitama Subagdja, Ah-Hwee Tan, Yew-Soon Ong and Chun-Yan Miao, “Virtual Characters in Agent-Augmented Co-Space”, In Proceedings, Eleventh International Conference on Autonomous Agents and Multiagent Systems, pp. 1465-1466, Valencia, Spain, June 4-8, 2012. (CCF B类)
[18]Yilin Kang, Ah-Hwee Tan, “Learning Personal Agents with Adaptive Player Modeling in Virtual Worlds”, IEEE/WIC/ACM International Conference on Intelligent Agent Technology, pp. 173-180, Toronto, 2010.
[19]Yilin Kang, Ah-Hwee Tan, “Self-Organizing Agents for Reinforcement Learning in Virtual Worlds”, International Joint Conference on Neural Networks, pp. 3641-3648, Spain, 2010. (CCF C类)
[20]Ah-Hwee Tan, Yilin Kang, “Agent-Augmented Co-Space: Toward Merging of Real World and Cyberspace”, ATC 2010, LNCS 6407, pp. 298-312. Springer, Heidelberg (2010).
[21]Zin-Yan Chua, Yilin Kang, Xing Jiang, Kah-Hoe Pang, Andrew C. Gregory, Chi-Yun Tan, Wai-Lun Wong, Ah-Hwee Tan, Yew-Soon Ong, Chun-Yan Miao. “Youth Olympic Village Co-Space”, 2010 International Conference on Cyberworlds, pp. 200-207, Singapore.
[22]Zheng-Xiang Pan, Liang Feng, Yew-Soon Ong, Yilin Kang, Ah-Hwee Tan, Chunyan Miao. “Meme Selection, Variation, and Transmission in Multi-agent System”, World Automation Congress 2010, Kobe, Japan, 2010.
本人可为研究生提供良好的科研软硬件环境及发展机会:
* 长期招收硕士(可推荐至美国、新加坡等世界知名大学/机构联合培养);
* 欢迎优秀本科生参与科研工作。
电子邮件地址:
ylkangATmail.scuec.edu.cn