People
Faculty
๋ถ์์ค (Dr. Buu)
Assistant Professor
Department of Computer Science, GNU
E-mail: sj.buu@gnu.ac.kr
Research Topics
Deep Learning-based Classification Models for Cybersecurity
(์ฌ์ด๋ฒ๋ณด์ ์ํ ํ์ง๋ฅผ ์ํ ๋ฅ๋ฌ๋ ๊ธฐ๋ฐ ๋ถ๋ฅ ๋ชจ๋ธ๋ค)๋ฅ๋ฌ๋๊ณผ ์ ํต์ ์ธ๊ณต์ง๋ฅ์ ์ตํฉ
๋ฅ๋ฌ๋์ ์์ฉํ ์ค์ ๋ฌธ์ ํด๊ฒฐ
Dr. Seok-Jun Buu is an accomplished computer scientist specializing in artificial intelligence. Holding a Ph.D. in Computer Science, his pioneering research focuses on the development of cutting-edge deep learning models to fortify against cyber threats, specifically in the domains of malware classification, database intrusion detection and phishing detection.
His innovative contributions have led to a plethora of publications in prestigious international journals. He has earned wide acclaim in the scientific community, a testament to which is his substantial recognition, including a Ph.D. Fellowship from Naver. Moreover, Dr. Buu's expertise as an educator is also celebrated; he received the Grand Prize in the Excellent Instructor Award from Fastcampus.
His notable achievement of securing the first prize in the Artificial Intelligence Manufacturing Data Analysis Contest, hosted by the Ministry of SMEs and Startups in Korea, exemplifies his commitment to applying artificial intelligence for resolving real-world issues.
๋ถ์์ค์ ์ธ๊ณต์ง๋ฅ ๋ถ์ผ์์ ํ๋ํ๋ ์ปดํจํฐ ๊ณผํ์์ ๋๋ค. ์ปดํจํฐ ๊ณผํ ๋ฐ์ฌ ํ์๋ฅผ ๋ณด์ ํ ๊ทธ๋ ํนํ ๋ฉ์จ์ด ๋ถ๋ฅ, ๋ฐ์ดํฐ๋ฒ ์ด์ค ์นจ์ ํ์ง, ํผ์ฑ ํ์ง ๋ฑ ์ฌ์ด๋ฒ ์ํ์ ๋ง์๋ ์ต์ฒจ๋จ ๋ฅ๋ฌ๋ ๋ชจ๋ธ ๊ฐ๋ฐ์ ์์ด ์ ๊ตฌ์ ์ธ ์ฐ๊ตฌ๋ฅผ ์งํํ๊ณ ์์ต๋๋ค.
๊ทธ์ ํ์ ์ ์ธ ๊ธฐ์ฌ๋ ๊ตญ์ ์ ์ผ๋ก ๊ถ์ ์๋ ์ ๋๋ค์ ๋ค์ ๊ฒ์ฌ๋๋ฉฐ, ๊ณผํ ์ปค๋ฎค๋ํฐ ๋ด์์ ๋๋ฆฌ ์ธ์ ๋ฐ๊ณ ์์ต๋๋ค. ๋ค์ด๋ฒ๋ก๋ถํฐ ๋ฐ์ฌ ํ ๋ก์ฐ์ญ์ ์์ํ๊ณ , ๋ํ ์ฐ์ ๊ฐ์ฌ์์์ ๋์์ ๋ฐ๋ ๋ฑ ๊ทธ์ ๊ต์ก์๋ก์์ ์ ๋ฌธ์ฑ๋ ๋์ด ํ๊ฐ๋ฐ๊ณ ์์ต๋๋ค. ํนํ, ์ค์๋ฒค์ฒ๊ธฐ์ ๋ถ๊ฐ ์ฃผ์ตํ ์ธ๊ณต์ง๋ฅ ์ ์กฐ ๋ฐ์ดํฐ ๋ถ์ ์ฝํ ์คํธ์์ ์ต์ฐ์์์ ์ฐจ์งํจ์ผ๋ก์จ, ์ค์ ์ธ๊ณ ๋ฌธ์ ๋ฅผ ํด๊ฒฐํ๊ธฐ ์ํ ์ธ๊ณต์ง๋ฅ์ ์ ์ฉ์ ๋ํ ๊ทธ์ ํ์ ์ ์ ์ฆํ์ต๋๋ค.
์ด ๋ชจ๋ ์ ์ ์ ๋ณด๋ฉด, ๊ทธ๊ฐ ๋จ์ํ ์ปดํจํฐ ์์ ์์ ์ฝ๋๋ฅผ ์น๋ ์ฌ๋์ด ์๋๋ผ, ์ฌ์ด๋ฒ ์ธ๊ณ์ ์ํธ์, ๊ฐ๋์ ๋ฐ์ดํฐ ๋ง๋ฒ์ฌ๋ก ๋ณ์ ํ์ฌ ์ ์ ๋คํธ์ํฌ๋ฅผ ๋ฌด๋๋จ๋ฆฌ๊ณ , ๋์งํธ ์ธ๊ณ๋ฅผ ์ข ๋ ์์ ํ๊ฒ ๋ง๋๋ ๋ฐ ์ผ์กฐํ๊ณ ์์์ ์ ์ ์์ต๋๋ค.
๊ฒฝ์๊ตญ๋ฆฝ๋ ๋ถ์์ค์ฐ๊ตฌํ ํํ์ด์ง์ ์ค์ ๊ฒ์ ํ์ํฉ๋๋ค!
Doctoral Student
Master's Student
์ค์คํธ(Jun-Ho Yoon)
Department of Computer Science, GNU
Email : 2023210465@gnu.ac.kr
Topic: Deep Models in Cybersecurity
Anomaly detection, Phishing URL detection
Autoencoder
Transformer network
์ต์ํ(Su-Hwan Choi)
Department of Computer Science, GNU
Email : soo3904@gnu.ac.kr
Topic: Reinforcement Learning
Proximal policy optimization in StarCraft
Auto-ML
์ด์งํฌ(Jin-Hee Lee)
Department of Computer Science, GNU
Email : gsm04548@gnu.ac.kr
Topic: Deep Models in Acoustics
Acoustic generative model
Audio-source split model
Acoustic De-clipping modelย
์ดํ์ฃผ(Hyeon-ju Lee)
Department of Computer Science, GNU
Email : ouo_ofo@gnu.ac.kr
Topic: Deep Generative Models in Differential Privacy
Denoising diffusion probabilistic model
๋จ๋ฏผ์ฐ(Min-woo Nam)
Department of Computer Science, GNU
ย Email : woo95822@gnu.ac.kr
Topic: Graph Neural Networks
Spatio-temporal graph neural network
Undergraduate Student
์ต์ํ(Seok-Hun Choi)
Department of Computer Science, GNU
Email : hse110025@gnu.ac.kr
Topic: Continual & Few-shot Learning
Disentangled dynamic prototyping
Memory replay
LLM hallucination mitigating
๊ตฌ์์ (Eun-jeong koo)
Department of Computer Science, GNU
Email : kooej@gnu.ac.kr
Topic:ย AI-driven Drone Control Systems