Yifan Guo

Research Area

• Machine learning

• Multi-agent control

• Cybersecurity

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Education

2020-Present: Ph.D., Electrical and Computer Engineering, Purdue University, West Lafayette, IN

2018-2020: M.S., Electrical and Computer Engineering, University of Pittsburgh, Pittsburgh, PA

2014-2018: B.S., Computer Science, Jiangsu University, China

Publications

Journal Papers

• Y. Guo, H. X. Mao, J. Yin, and Z.-H. Mao, “Gaussian transformation enhanced semi-supervised learning for sleep stage classification,” Journal of Big Data, vol. 10, no.79, pp. 1-19, May 2023, doi: 10.1186/s40537-023- 00758-9 

Conference Papers

• Y. Guo, H. X. Mao, J. Yin, and Z.-H. Mao, “Cluster-then-label strategy for sleep detection using electroencephalogram (EEG),” 2022 2nd International Conference on Data Science and Computer Applications (ICDSCA), 2022, IEEE. doi: 10.1109/ICDSCA56264.2022.9987802

• H. X. Mao, J. Widjaja, Y. Guo, R. Vinjamuri, and J. Yin. “Finding robust low dimensional features for sleep detection using EEG data,” 2022 2nd International Conference on Data Science and Computer Applications (ICDSCA), 2022, IEEE. doi: 10.1109/ICDSCA56264.2022.9988155

• Y. Guo, H. Liu, and J. Ye, “Thompson sampling and its applications: solution for multi-robot targets search,” in 2021 3rd International Symposium on Robotics & Intelligent Manufacturing Technology (ISRIMT), 2021, IEEE. doi: 10.1109/ISRIMT53730.2021.9596890