서대원
Seo, DaewonDepartment of Electrical Engineering and Computer Science
학력
- 2014 ~ 2019University of Illinois 박사
- 2008 ~ 2010한국과학기술원 석사
- 2004 ~ 2008한국과학기술원 학사
경력
- 2020 ~ 2021University of Wisconsin-Madison / 박사 후 연구원
- 2020 ~ 2021University of Wisconsin-Madison / Research Associate
- 2019 ~ 2019University of Southern California / 박사 후 연구원
- 2019 ~ 2019University of Southern California / 박사후연구원
수상실적
연구실 소개
- Information and Learning Theory Lab.
-
ILT Lab. (Information and Learning Theory Lab.) led by Daewon Seo at DGIST explores a broad area of machine learning and data science from a theoretic perspective. In particular, we investigate the learning process in social networks and deep neural networks from a lens of statistical inference, information theory, and learning theory.
Research Interests
Related Keyword
- "Integrated Communication and Binary State Detection Under Unequal Error Constraints", IEEE Transactions on Communications, v.73, no.8, pp.5729 - 5744
- "On the Fundamental Tradeoff of Joint Communication and Quickest Change Detection with State-Independent Data Channels", Seo, Daewon. (2025-05). On the Fundamental Tradeoff of Joint Communication and Quickest Change Detection with State-Independent Data Channels. IEEE Transactions on Communications, 73(5), 3061–3075. doi: 10.1109/TCOMM.2024.3484929
- "Deep Minimax Classifiers for Imbalanced Datasets With a Small Number of Minority Samples", Choi, Hansung. (2025-04). Deep Minimax Classifiers for Imbalanced Datasets With a Small Number of Minority Samples. IEEE Journal of Selected Topics in Signal Processing, 19(3), 491–506. doi: 10.1109/JSTSP.2025.3546083
- "Integrated Communication and Bayesian Estimation of Fixed Channel States", Seo, Daewon. (2025-03). Integrated Communication and Bayesian Estimation of Fixed Channel States. IEEE Communications Letters, 29(3), 477–481. doi: 10.1109/LCOMM.2024.3524888
- "A Context-Aware CEO Problem", Seo, Daewon. (2023-12). A Context-Aware CEO Problem. IEEE Transactions on Communications, 71(12), 6979–6992. doi: 10.1109/TCOMM.2023.3317916
- "Integrated Communication and Binary State Detection from Hoeffding's Perspective", Seo, Daewon. (2024-10-22). Integrated Communication and Binary State Detection from Hoeffding's Perspective. 22nd International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks, WiOpt 2024, 225–232.
- "On the Fundamental Tradeoff of Joint Communication and Quickest Change Detection", Seo, Daewon. (2024-07-11). On the Fundamental Tradeoff of Joint Communication and Quickest Change Detection. 2024 IEEE International Symposium on Information Theory, ISIT 2024, 2796–2801. doi: 10.1109/ISIT57864.2024.10619482
- "Information and Energy Transmission with Wavelet-Reconstructed Harvesting Functions", Seo, Daewon. (2022-06-27). Information and Energy Transmission with Wavelet-Reconstructed Harvesting Functions. 2022 IEEE International Symposium on Information Theory, ISIT 2022, 754–759. doi: 10.1109/ISIT50566.2022.9834806
연구분야
미래유망 신기술(6T)
국가과학기술표준분류