教育背景
1998.09-2002.04 博士 永利集团304am登录计算机系 专业:计算机图形学
1996.09-1998.07 硕士 哈尔滨工业大学数学系 专业:计算数学
1992.09-1996.07 学士 哈尔滨工业大学数学系 专业:计算数学
工作履历
2021.06-至今 永利集团304am登录 教授
2018.01-2021.06 永利集团304am登录 长聘副教授
2014.12-2018.01 永利集团304am登录 副教授
2010.06-2014.12 微软亚洲研究院 主任研究员
2002.04-2010.06 IBM中国研究院 资深研究员,经理
指导学生获奖情况
2024, 指导博士生杨维铠获北京市优秀毕业生、永利集团304am登录优秀毕业生和永利集团304am登录优秀博士论文
2024, 指导本科生王政获永利集团304am登录优秀本科毕业设计论文
2023, 指导本科生周雨星获北京市普通高校优秀本科毕业设计论文,永利集团304am登录优秀本科毕业设计论文
2021, 指导硕士生向首兴获永利集团304am登录优秀硕士论文
2020, 指导硕士生曹科垒获永利集团304am登录优秀硕士论文
2018, 指导本科生向首兴获永利集团304am登录优秀本科毕业设计论文
奖励与荣誉
2024, 永利集团304am登录优秀博士学位论文指导教师
2023, 北京市优秀指导教师
2022, IEEE VGTC Visualization Technical Achievement Award
2022, 福布斯中国科技女性50
2021, IEEE Fellow
2021, IEEE VIS最佳论文提名奖
2020, 可视化名人堂 (IEEE Visualization Academy)
2020, 永利集团304am登录第十七届良师益友奖
2020, IEEE VIS最佳论文提名奖
2019, 永利集团304am登录优秀班主任奖
2016, IEEE Transaction on Visualization and Computer Graphics最佳编委
2014, IEEE VIS最佳论文提名奖
2012, Microsoft Ship-It Award
2011, Microsoft Ship-It Award
2010, IBM Research accomplishment 2006, IBM Master Inventor
学术兼职
指导委员会 IEEE VIS, 2020~ ;VINCI, 2012~2013
副主编 IEEE Transactions on Visualization and Computer Graphics, 2019~
大会主席 Visualization in Data Science (VDS) at IEEE VIS, 2018
论文主席 IEEE VIS (VAST) 2016,2017
编委
Artificial Intelligence, 2021~
IEEE Transactions on Visualization and Computer Graphics, 2015~2018
IEEE Transactions on Big data, 2018~
ACM Transactions on Interactive Intelligent Systems , 2019~
编委会 Information Visualization, 2015~;Journal of Visualization, 2018~
学术成果
主要研究方向是可解释机器学习,文本可视分析和文本挖掘。在ACM/IEEE Trans和CCF A类会议发表论文50余篇,包括2篇ESI高被引论文、1篇热点论文(至2018.5)、2篇IEEE TVCG封面论文和2篇EEE VIS(VAST)最佳论文提名奖。获得授权专利50余项。
代表作:
1. Changjian Chen, Yukai Guo, Fengyuan Tian, Shilong Liu, Weikai Yang, Zhaowei Wang, Jing Wu, Hang Su, Hanspeter Pfister, Shixia Liu*. A Unified Interactive Model Evaluation for Classification, Object Detection, and Instance Segmentation in Computer Vision. IEEE Transactions on Visualization and Computer Graphics. 30(1): 76-86, 2024.
2. Jun Yuan, Mengchen Liu, Fengyuan Tian, Shixia Liu*. Visual Analysis of Neural Architecture Spaces for Summarizing Design Principles. IEEE Transactions on Visualization and Computer Graphics. 29(1): 288-298, 2023.
3. Zhen Li, Xiting Wang, Weikai Yang, Jing Wu, Zhengyan Zhang, Zhiyuan Liu, Maosong Sun, Hui Zhang, Shixia Liu*. A Unified Understanding of Deep NLP Models for Text Classification. IEEE Transactions on Visualization and Computer Graphics. 28(12): 4980-4994, 2022.
4. Changjian Chen, Zhaowei Wang, Jing Wu, Xiting Wang, Lan-Zhe Guo, Yu-Feng Li, Shixia Liu*. Interactive Graph Construction for Graph-Based Semi-Supervised Learning. IEEE Transactions on Visualization and Computer Graphics. 27(9): 3701-3716, 2021.
5. Kelei Cao, Mengchen Liu, Hang Su, Jing Wu, Jun Zhu, Shixia Liu*. Analyzing the Noise Robustness of Deep Neural Networks. IEEE Transactions on Visualization and Computer Graphics (accepted). 2020
6. Mengchen Liu, Jiaxin Shi, Kelei Cao, Jun Zhu, S Liu*. Analyzing the Training Processes of Deep Generative Networks. IEEE Transactions on Visualization and Computer Graphics. 2018, 24(1): 77-87 (ESI高被引论文)
7. Mengchen Liu, Jiaxin Shi, Zhen Li, Chongxuan Li, Jun Zhu, Shixia Liu*. Towards Better Analysis of Deep Convolutional Neural Networks. IEEE Transactions on Visualization and Computer Graphics. 2017, 23(1): 91-100 (ESI 热点论文和高被引论文)
8. Xiting Wang, Shixia Liu*, Junlin Liu, Jianfei Chen, Jun Zhu, Baining Guo. TopicPanorama: A Full Picture of Relevant Topics. IEEE Transactions on Visualization and Computer. 2016, 22(12): 2508-2521 (IEEE TVCG封面论文)
9. Shixia Liu, Michelle X. Zhou, Shimei Pan, Yangqiu Song, Weihong Qian, Weijia Cai, Xiaoxiao Lian. TIARA: Interactive, Topic-Based Visual Text Summarization and Analysis. ACM Transactions on Intelligent Systems and Technology. 2012, 3(2): 25