Mengchen Liu
I got my BS degree in electronic engineering at Tsinghua University in 2013 and my Ph.D degree in computer science at Tsinghua University in 2018. Then, I joined Microsoft in October, 2018. My current research interest is explainable artificial intelligence, especially visual analytics of deep learning models.
Email: mengchen.liu@outlook.com
Publications
2018
2017
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Improving Learning-from-Crowds through Expert ValidationMengchen Liu, Liu Jiang, Junlin Liu, Xiting Wang, Jun Zhu and Shixia Liu.
IJCAI 2017.
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Towards Better Analysis of Machine Learning Models: A Visual Analytics PerspectiveShixia Liu, Xiting Wang, Mengchen Liu, Jun Zhu.
Visual Informatics (accepted).
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2016
Towards Better Analysis of Deep Convolutional Neural Networks
Mengchen Liu, Jiaxin Shi, Zhen Li, Chongxuan Li, Jun Zhu, Shixia Liu.
IEEE Transactions on Visualization and Computer Graphics.
23
(1):
91-100
2015
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Clutter-Aware Label LayoutYu Meng, Hui Zhang, Mengchen Liu, Shixia Liu.
IEEE PacificVis, 207-214, 2015
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2014
Follower-followee Network, Communication Networks and Vote Agreement of U.S. Members of Congress
Tai-Quan Peng, Mengchen Liu, Yingcai Wu, Shixia Liu.
Communication Research(accepted).
A Survey on Information Visualization: Recent Advances and Challenges
Shixia Liu, Weiwei Cui, Yingcai Wu, Mengchen Liu.
The Visual Computer,
30
(12):
1373–1393,
2014.
2013
StoryFlow: Tracking the Evolution of Stories
Shixia Liu, Yingcai Wu, Enxun Wei, Mengchen Liu, Yang Liu.
IEEE Transactions on Visualization and Computer Graphics.
19
(12):
2436-2445
(IEEE InfoVis 2013)