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๐ Data Intelligence Lab (๋ฐ์ดํฐ์ธํธ๋ฆฌ์ ์ค ์ฐ๊ตฌ์ค)
Department of Computer Science and Engineering
Chungnam National University (CNU)
99 Daehak-ro, Yuseong-gu, Daejeon, Republic of Korea 34134
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์ฐ๋ฝ์ฒ
๐ง [email protected]
๐ฆ [email protected]
๐ +82) 010-2529-9803
Research Interests
- Graph Neural Networks
- Graph Anomaly Detection
- Anomaly Detection
- Graph Mining
Publications
- Deep Semi-supervised Anomaly Detection with Metapath-based Context Knowledge Hwan Kim, Junghoon Kim, Byung Suk Lee, and Sungsu Lim Pre-print (under revision)
- Graph Anomaly Detection with Graph Neural Networks: Current Status and Challenges Hwan Kim, Byung Suk Lee, Won-Yong Shin, and Sungsu Lim IEEE Access, 10:111820-111829, Oct 2022 (SCIE, 2021 IF: 3.476 (Q2))
- Temporal Patternization of Power Signature for Appliance Classification in NILM Hwan Kim and Sungsu Lim Energies, 14(10):2931, May 2021 (SCIE, 2021 IF: 3.252 (Q3))
- **์๊ณ์ด ํจํดํ๋ฅผ ํตํ NILM ๊ธฐ๊ธฐ ๋ถ๋ฅ** ๊นํ, ์ ์๊ทผ, ์์ฑ์ ํ๊ตญ์ ๋ณด๊ณผํํ ํ์ ๋ฐํ๋
ผ๋ฌธ์ง, 577-579, Dec 2020
Research Projects
- [2021/4-2023/12] ํด์ ๋์งํธ ํญ๋กํ์ง ์ ๋ณดํ๋ ฅ์์คํ
๊ฐ๋ฐ (ํด์๊ด์ธก์ ๋ณด์ ๋น
๋ฐ์ดํฐ ๋ชจ๋ธ๋ง ๋ฐ ๋ถ์๊ธฐ์ ๊ฐ๋ฐ), R&D์ฌ์
, ํด์์์ฐ๋ถ โ ์ค๋งํธ ํญ๋กํ์ง๋ฅผ ์ํ ๊ณ ์ฅ ์์ธก ์๊ณ ๋ฆฌ์ฆ ๊ฐ๋ฐ
- [2023/4-2023/10] ๊ธฐ๊ณํ์ต๊ธฐ๋ฐ ๊ทธ๋ํ ๋จ์ ์ด์ํ์ง ๊ธฐ์ ์กฐ์ฌ ๊ตฌํ ๋ฐ ๊ฐ๋ฐ, ์ํ๊ณผ์ , ๊ตญ๊ฐ๋ณด์๊ธฐ์ ์ฐ๊ตฌ์ โ Memory artifact graph์์ ์ ํฉํ ๋
ธ๋ ๋ฐ ๊ทธ๋ํ ์ด์ํ์ง๋ฅผ ์ํ ๊ทธ๋ํ ์ ๊ฒฝ๋ง ํ์ต ๊ธฐ๋ฒ์ ๊ฐ๋ฐ
- [2019/1-2019/12] ๋ณตํฉ์ํ๊ณต๊ฐ ๋ด ๊ตญ๋ฏผ์ฒด๊ฐํ ์ํ์์ ์๋น์ค๋ฅผ ์ํ ์ง๋ฅํ ํ๋ซํผ ๊ฐ๋ฐ, R&D์ฌ์
, ์ฐ์
ํต์์์๋ถ โ ์ ์ ๊ธฐ๊ธฐ ์ผ์ ๋ฐ์ดํฐ ์์ง ๋ฐ ๋ถ์
Work Experience