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.
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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
- "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
- "Information and Energy Transmission with Wavelet-Reconstructed Harvesting Functions", Seo, Daewon. (2023-06). Information and Energy Transmission with Wavelet-Reconstructed Harvesting Functions. IEEE Transactions on Communications, 71(6), 3274–3287. doi: 10.1109/TCOMM.2023.3265421
- "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)
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10000. IT(정보기술)
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10200. 차세대 네트워크 기반
10211. 4세대 이동통신
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10000. IT(정보기술)
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10200. 차세대 네트워크 기반
10214. 기타 네트워크기술
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국가과학기술표준분류
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EE. 정보/통신
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EE06. 무선 통신·네트워크
EE0602. 무선·이동통신 시스템
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EE. 정보/통신
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EE04. 유선 통신·네트워크
EE0401. 네트워크 구조설계/운영지원
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EE. 정보/통신
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EE06. 무선 통신·네트워크
EE0601. 무선·이동통신 서비스
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EA. 기계
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EA11. 항공시스템
EA1106. 항공시스템 관련 S/W
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EA. 기계
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EA12. 우주시스템
EA1299. 달리 분류되지 않는 우주시스템
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EE. 정보/통신
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EE01. 정보이론
EE0108. 인공지능
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12대 국가전략기술 분야
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차세대 통신
6G