Dongyu Liu (刘冬煜

Postdoctoral Associate at MIT

I am currently a postdoc at MIT's Schwarzman College of Computing. I am hosted by Dr. Kalyan Veeramachaneni in the Data To AI group within the Laboratory for Information and Decision Systems.

My research focuses on innovating at the intersection of Machine Learning and Visualization, to promote the interplay between humans and computational systems. I develop open-source data science tools that are interpretable, scalable, and usable with emphasis on human's ability to understand and interact with a massive amount of data and machine learning models. My research thrusts include: (1) time-varying data analytics by formulating a "human-in-the-loop" decision-making workflow; and (2) usable machine learning in high-stakes decision-making .

I received my Ph.D. in Computer Science and Engineering at HKUST in 2019, where I worked with Prof. Huamin Qu in VisLab. I have been awarded the Hong Kong PhD Fellowship Scheme. I earned my bachelor's degree in Computer Science and Technology from Zhejiang University under the Chu Kochen Honors Program in 2014.

I have broadly collaborated with designers, developers, and scientists while working at Microsoft Research, Robert Bosch LLC, and Tencent. My developed algorithms and systems have drawn widespread attention from academia, industries, media, and open-source communities. My technologies have been transferred and deployed for applications in renewable energy and satellite operations industries, smart cities, and social good (healthcare, child welfare, education). Below are some of the online system demos of my works.

Software Demo: MTV | SmartAdP | VisMooc | VisPaper

Interests

  • Data Visualization
  • Machine Learning
  • AI + Decision Making
  • Human-centered AI

Education

  • Ph.D. in Computer Science and Engineering (2014 - 2019)

    The Hong Kong University of Science and Technology, Hong Kong, China

  • B.Eng in Computer Science and Technology (2010 - 2014)

    Zhejiang University, Hangzhou, China


Latest News


Professional Experience

Dec 2015 - Mar 2016 Zhejiang University, Hangzhou, China
  Visiting Researcher (with Prof. Yingcai Wu), State Key Lab of CAD&CG
May 2012 - Jun 2014 Zhejiang University, Hangzhou, China
  Undergraduate Research Assistant (with Prof. Jiajun Bu), EAGLE Lab
Jun 2012 - Nov 2013 Zhejiang University, Hangzhou, China
  Undergraduate Research Assistant (with Prof. Hongxin Zhang), State Key Lab of CAD&CG
Aug 2013 – Oct 2013 Tao Tao Search (startup), Hangzhou, China
  Algorithm Intern (Image Retrieval)