About Us
Welcome to Data Analysis & Machine Intelligence Lab at Dongguk University. Our lab aims at designing practical data science and machine learning systems that are ethically fair, privacy and security assured, algorithmically stable, and interpretable to humans.
Collaborators
History
2025.11.26
연구실 졸업생 Christoph Timmermann 학생, Technical University of Munich × Audi 박사과정 합격
2025.11.08
연구실 정승현 학생, 한국정보처리학회 ACK 2025 산학연협동우수상 수상
2025.09.01
김캐디 산학 과제 수행
골프 클럽과 관절 정보를 활용한 골프 스윙 분석 (2025.09 - 2026.01)
2025.08.28
연구실 이현세 학생, 한국데이터마이닝학회 2025 하계학술대회 최우수 논문상 수상
2025.06.12
연구실 논문 “CaddieSet: A Golf Swing Dataset with Human Joint Features and Ball Information”
11th International Workshop on Computer Vision in Sports (CVsports) at CVPR 2025 게재
2025.04.23
연구실 논문 “Towards undetectable adversarial attack on time series classification”
Information Sciences(SCIE, JCR Q1, IF: 8.2) 게재
2025.04.16
연구실 논문 “LM-CLIP: Adapting Positive Asymmetric Loss for Long-Tailed Multi-Label Classification”
IEEE Access(SCIE, JCR Q2, IF: 3.6) 게재
2025.04.10
연구실 논문 “Interconnected dynamics of sustainable cryptocurrencies: Insights from transfer entropy analysis”
Finance Research Letters(SSCI, JCR Q1, IF: 7.4, JCR Top 1%) 게재
2025.04.01
한국연구재단 우수신진연구 선정
윤리적인 다국어 LLM 활용을 위한 문맥 기반 탈옥 가드레일 구축 (2025.03 - 2027.02)
2025.04.01
한국과학기술정보연구원 산학 과제 수행
지능형 데이터 큐레이션 및 통합 구축 기술 개발 (2025.04 - 2025.09)
2025.04.01
기상청 산학 과제 수행
전천(All sky) 기후자료 산출 및 초해상화 인공지능 모델 개발 (2025.04 - 2027.12)
2025.03.01
연구실 논문 “Black-box adversarial examples via frequency distortion against fault diagnosis systems”
Applied Soft Computing(SCIE, JCR Q1, IF: 7.2, JCR Top 10%) 게재
2025.02.07
연구실 논문 “AI-Driven Geospatial Analysis of Indoor Radon Levels: A Case Study in Chungcheongbuk-do, South Korea”
Earth Systems and Environment(ESCI, JCR Q1, IF: 5.3, JCR Top 10%) 게재
2024.12.01
연구실 논문 “Multi-stage ensemble with refinement for noisy labeled data classification”
Expert Systems with Applications(SCIE, JCR Q1, IF: 7.5, JCR Top 10%) 게재
2024.09.01
사물인터넷 혁신융합대학사업 산학 과제 수행
예외 상황과 일반 상황의 분포 차이 최소화 적응 기법 개발 (2024.09 - 2025.01)
2024.07.01
연구실 논문 “Flood susceptibility mapping of Cheongju, South Korea based on the integration of environmental factors using various machine learning approaches”
Journal of Environmental Management(SCIE, JCR Q1, IF: 8.0, JCR Top 10%) 게재
2024.05.05
연구실 논문 “Sliced Wasserstein adversarial training for improving adversarial robustness”
Journal of Ambient Intelligence and Humanized Computing(SCIE, JCR Q1, IF: 7.104, JCR Top 10%) 게재
2024.05.01
연구실 논문 “Graph contrastive learning with consistency regularization”
Pattern Recognition Letters(SCIE, JCR Q2, IF: 3.9) 게재
2024.03.01
연구실 논문 “Evaluating practical adversarial robustness of fault diagnosis systems via spectrogram-aware ensemble method”
Engineering Applications of Artificial Intelligence(SCIE, JCR Q1, IF: 7.5, JCR Top 2%) 게재
2024.01.01
김캐디 산학 과제 수행
XAI를 활용한 골프 스윙 피드백 모델 개발 (2024.01 -
2023.10.19
연구실 논문 “Fairness-Aware Multimodal Learning in Automatic Video Interview Assessment”
IEEE Access(SCIE, JCR Q2, IF: 3.9) 게재
2023.10.01
연구실 논문 “Bridged adversarial training”
Neural Networks(SCIE, JCR Q1, IF: 6.6, JCR Top 11%) 게재
2023.09.01
연구실 논문 “Fast sharpness-aware training for periodic time series classification and forecasting”
Applied Soft Computing(SCIE, JCR Q1, IF: 7.2, JCR Top 10%) 게재
2023.08.05
연구실 논문 “Genetic descriptor search algorithm for predicting hydrogen adsorption free energy of 2D material”
Scientific Reports(SCIE, JCR Q2, IF: 4.6) 게재
2023.05.01
Pixt 산학 과제 수행
한국어 전용 동영상 캡션 AI 모델 개발 (2023.05 - 2024.04)
2022.09.01
연구실 논문 “Variational cycle-consistent imputation adversarial networks for general missing patterns”
Pattern Recognition(SCIE, JCR Q1, IF: 7.5, JCR Top 7%) 게재.
2022.07.01
제네시스랩 산학 과제 수행
공정한 인공지능 면접 모델 알고리즘 개발 (2022.07 - 2022.12)
2022.06.01
한국연구재단 산학 과제 수행
인공지능 시스템의 실용화를 위한 딥러닝 안정성 알고리즘 개발 (2022.06 - 2025.02)
2021.12.06
연구실 논문 “Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples”
Advances in Neural Information Processing Systems 게재
2021.12.06
연구실 논문 “Parameter-free HE-friendly Logistic Regression”
Advances in Neural Information Processing Systems 게재
2021.12.01
연구실 논문 “Fair clustering with fair correspondence distribution”
Information Sciences(SCIE, JCR Q1, IF: 8.233, JCR Top 10%) 게재
2021.04.01
연구실 논문 “Compact class-conditional domain invariant learning for multi-class domain adaptation”
Pattern Recognition(SCIE, JCR Q1, IF: 7.5, JCR Top 7%) 게재