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
2026 11
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김민준, 장윤영, 조찬웅 학생 입학
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김미소 연구원, 네이버 클라우드 인턴 합격
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Journal of Hazardous Materials Advances 논문 게재
Sampling-bias-aware machine-learning mapping of geogenic indoor radon hazard in Jeollanam-do, Korea using measured-low negatives
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김현진 연구원, HD한국조선해양 생성형 언어모델 연구직 합격
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ICML 2026 워크샵 논문 채택
What Did You Do Behind My Back?! Covert Indirect Prompt Injection on Tool-Using LLM Agents (FAGEN@ICML 2026)
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IEEE Access 논문 게재
Exploring the Effect of Multi-Step Ascent in Sharpness-Aware Minimization
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Applied Sciences 논문 게재
Explainable Graph-Based Golf Swing Analysis Integrating Club and Body Keypoints for Ball Flight Outcome Prediction
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정승현 학생, 박사과정 입학
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Journal of Theoretical and Applied Electronic Commerce Research 논문 게재
Disconfirmation Dynamics in Service Recovery: Insights from Online Customer Reviews
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ICLR 2026 논문 채택
Co-occurring Associated REtained concepts in Diffusion Unlearning
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ICLR 2026 논문 채택
SlotGCG: Exploiting the Positional Vulnerability in LLMs for Jailbreak Attacks
2025 19
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Computational Economics 논문 게재
Large Language Models as Financial Analysts: Sector-Aware Reasoning for Investment Decisions
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졸업생 Christoph Timmermann 학생, Technical University of Munich × Audi 박사과정 합격
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정승현 학생, 한국정보처리학회 ACK 2025 산학연협동우수상 수상
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김캐디 산학 과제 수행
골프 클럽과 관절 정보를 활용한 골프 스윙 분석 (2025.09 - 2026.01)
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이윤석, 김윤지, 정승원, 정지우 학생, 석사과정 입학
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이현세 학생, 한국데이터마이닝학회 2025 하계학술대회 최우수 논문상 수상
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Geomatics, Natural Hazards and Risk 논문 게재
Deep learning-enhanced geospatial modeling for indoor radon mapping in Jeollabuk-do, South Korea
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CVsports at CVPR 2025 논문 게재
CaddieSet: A Golf Swing Dataset with Human Joint Features and Ball Information
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김윤지, 이윤석 학생 입학
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Information Sciences 논문 게재
Towards undetectable adversarial attack on time series classification
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IEEE Access 논문 게재
LM-CLIP: Adapting Positive Asymmetric Loss for Long-Tailed Multi-Label Classification
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Finance Research Letters 논문 게재
Interconnected dynamics of sustainable cryptocurrencies: Insights from transfer entropy analysis
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기상청 산학 과제 수행
전천(All sky) 기후자료 산출 및 초해상화 인공지능 모델 개발 (2025.04 - 2027.12)
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한국과학기술정보연구원 산학 과제 수행
지능형 데이터 큐레이션 및 통합 구축 기술 개발 (2025.04 - 2025.09)
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한국연구재단 우수신진연구 선정
윤리적인 다국어 LLM 활용을 위한 문맥 기반 탈옥 가드레일 구축 (2025.03 - 2027.02)
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이현세 학생, 석사과정 입학
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Applied Soft Computing 논문 게재
Black-box adversarial examples via frequency distortion against fault diagnosis systems
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김민석 학생, 석사과정 입학
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Earth Systems and Environment 논문 게재
AI-Driven Geospatial Analysis of Indoor Radon Levels: A Case Study in Chungcheongbuk-do, South Korea
2024 10
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Expert Systems with Applications 논문 게재
Multi-stage ensemble with refinement for noisy labeled data classification
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사물인터넷 혁신융합대학사업 산학 과제 수행
예외 상황과 일반 상황의 분포 차이 최소화 적응 기법 개발 (2024.09 - 2025.01)
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김현진, 김미소 학생, 석사과정 입학
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김민석 학생, 학석사연계과정 입학
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Journal of Environmental Management 논문 게재
Flood susceptibility mapping of Cheongju, South Korea based on the integration of environmental factors using various machine learning approaches
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Journal of Ambient Intelligence and Humanized Computing 논문 게재
Sliced Wasserstein adversarial training for improving adversarial robustness
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Pattern Recognition Letters 논문 게재
Graph contrastive learning with consistency regularization
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Engineering Applications of Artificial Intelligence 논문 게재
Evaluating practical adversarial robustness of fault diagnosis systems via spectrogram-aware ensemble method
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이거루, 정승현 학생 대학원 입학
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김캐디 산학 과제 수행
XAI를 활용한 골프 스윙 피드백 모델 개발 (2024.01 -
2023 7
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IEEE Access 논문 게재
Fairness-Aware Multimodal Learning in Automatic Video Interview Assessment
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Neural Networks 논문 게재
Bridged adversarial training
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Applied Soft Computing 논문 게재
Fast sharpness-aware training for periodic time series classification and forecasting
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Christoph Timmermann 학생, 석사과정 입학
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Scientific Reports 논문 게재
Genetic descriptor search algorithm for predicting hydrogen adsorption free energy of 2D material
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정승원, 정지우, 김미소, 김현진 학생, 학석사연계과정 입학
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Pixt 산학 과제 수행
한국어 전용 동영상 캡션 AI 모델 개발 (2023.05 - 2024.04)
2022 4
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Pattern Recognition 논문 게재
Variational cycle-consistent imputation adversarial networks for general missing patterns
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정승현 학생, 학석사연계과정 입학
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제네시스랩 산학 과제 수행
공정한 인공지능 면접 모델 알고리즘 개발 (2022.07 - 2022.12)
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한국연구재단 산학 과제 수행
인공지능 시스템의 실용화를 위한 딥러닝 안정성 알고리즘 개발 (2022.06 - 2025.02)
2021 4
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NeurIPS 논문 게재
Parameter-free HE-friendly Logistic Regression
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NeurIPS 논문 게재
Towards Better Understanding of Training Certifiably Robust Models against Adversarial Examples
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Information Sciences 논문 게재
Fair clustering with fair correspondence distribution
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Pattern Recognition 논문 게재
Compact class-conditional domain invariant learning for multi-class domain adaptation