Data Science,
User eXperience and HCI,
Industrial AI
Education
Ph. D. in Engineering, Korea Advanced Institute of Science and Technology (KAIST, 2016)
M. Sc. in Interaction Science, Sungkyunkwan University (2012)
B. Sc. in Electrical and Computer Engineering (with emphasis on computer engineering), Sungkyunkwan University (2010)
Experience
Assistant Professor, Department of Interaction Science & Department of Applied Artificial Intelligence, Sungkyunkwan University (2018-Present)
Associate Member, CCR, City University of Hong Kong (2017-Present)
Founding Head Professor, Department of Applied Artificial Intelligence (Undergraduate), Sungkyunkwan University (2019-2020)
Assistant Professor, Department of ICT Convergence, Hanyang University ERICA (2017-2018)
Research Specialist, Global Cooperation Department, Korea Institute of Civil Engineering and Building Technology (2015-2017)
Visiting Researcher, University Jaume-I (2015)
Researcher, Sungkyunkwan University (2010-2013)
Journal Articles
(2024)
AMPS: Predicting popularity of short-form videos using multi-modal attention mechanisms in social media marketing environments.
JOURNAL OF RETAILING AND CONSUMER SERVICES.
78,
(2024)
GNN-IR: Examining Graph Neural Networks for Influencer Recommendations in Social Media Marketing.
JOURNAL OF RETAILING AND CONSUMER SERVICES.
78,
(2024)
DeepAUP: A Deep Neural Network Framework for Abnormal Underground Heat Transport Pipelines.
IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING.
21,
2
(2024)
Detecting agro: Korean Trolling and Click-baiting Behavior in Online Environments.
JOURNAL OF INFORMATION SCIENCE.
50,
1
(2024)
Data-driven analysis on the performance evaluation of national R&D projects in Korea.
EVALUATION AND PROGRAM PLANNING.
102,
(2024)
Prediction of flight departure delays caused by weather conditions adopting data-driven approaches.
JOURNAL OF BIG DATA.
11,
(2024)
AFA-Net: Adaptive Feature Attention Network in image deblurring and super-resolution for improving license plate recognition.
COMPUTER VISION AND IMAGE UNDERSTANDING.
238,
(2024)
The impact of consumers' sustainable electronic-word-of-mouth in purchasing sustainable mobility: An analysis from online review comments of e-commerce.
RESEARCH IN TRANSPORTATION BUSINESS AND MANAGEMENT.
52,
(2023)
Detecting Wireless Signal Noise in Mobile Radio Communications Using Spatiotemporal AnoGAN-Based Approaches.
IEEE CANADIAN JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING.
46,
4
(2023)
Understanding Mental Health Issues in Different Subdomains of Social Networking Services: Computational Analysis of Text-Based Reddit Posts.
JOURNAL OF MEDICAL INTERNET RESEARCH.
25,
e49074
(2023)
OSANet: Object Semantic Attention Network for Visual Sentiment Analysis.
IEEE TRANSACTIONS ON MULTIMEDIA.
25,
(2023)
Detecting depression on video logs using audiovisual features.
HUMANITIES & SOCIAL SCIENCES COMMUNICATIONS.
10,
(2023)
Data-driven approaches into political orientation and news outlet discrimination: The case of news articles in South Korea.
TELEMATICS AND INFORMATICS.
85,
(2023)
Public perspective on renewable and other energy resources: Evidence from social media big data and sentiment analysis.
ENERGY STRATEGY REVIEWS.
50,
(2023)
Can we predict the Billboard music chart winner? Machine learning prediction based on Twitter artist-fan interactions.
BEHAVIOUR & INFORMATION TECHNOLOGY.
42,
6
(2023)
D-HRSP: Dataset of helpful reviews for service providers.
TELEMATICS AND INFORMATICS.
82,
(2023)
Counterattacking long videos: exploring the characteristics of popular instant videos and roles of producers and viewers.
LIBRARY HI TECH.
41,
3
(2023)
Computational approaches to developing the implicit media bias dataset: Assessing political orientations of nonpolitical news articles.
APPLIED MATHEMATICS AND COMPUTATION.
458,
(2023)
Real-time Korean voice phishing detection based on machine learning approaches.
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING.
14,
(2023)
iMovieRec: a hybrid movie recommendation method based on a user-image-item model.
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS.
14,
9
Patent/Intellectual Property
멀티모덜 데이터 기반 생성적 딥러닝 모델을 통한 설비 이상 탐지 프로그램.
C-2022-043847.
20221107.
KOREA, REPUBLIC OF
이상 진단 인공지능 모델 학습을 위한 멀티모달 데이터 전처리 프로그램.
C-2022-043846.
20221107.
KOREA, REPUBLIC OF
균열 검출 딥러닝 기반 열수송관 건전성 진단 서버 프로그램.
C-2020-042571.
20201109.
KOREA, REPUBLIC OF
가짜뉴스 및 사용자 반응 수집 소프트웨어.
C-2018-029279.
20181029.
KOREA, REPUBLIC OF
Honors / Awards
One of the inaugural receipts of the NRF-Elsevier Young Researcher Award (2017)
Since 2018, more than 10 research awards were received
Conference Paper
(2024)
AutoCaCoNet: Automatic Cartoon Colorization Network Using Self-Attention GAN, Segmentation, and Color Correction.
WACV '24 Workshop.
UNITED STATES
(2023)
데이터 기반 접근법을 통한 국내 범죄 가중처벌 판례 분류 모델에 관한 연구.
2023 한국소프트웨어종합학술대회.
KOREA, REPUBLIC OF
(2023)
사용자 선호 기반 미술 작품 추천: 클러스터링 및 시각적 특징의 통합을 중심으로0.
2023 한국소프트웨어종합학술대회.
KOREA, REPUBLIC OF
(2023)
Bibliometric study on artificial intelligence technologies for semiconductor defects.
The 14th International Conference on ICT Convergence.
KOREA, REPUBLIC OF
(2023)
Network Data Generation using IP2Vec Embedding.
The 14th International Conference on ICT Convergence.
KOREA, REPUBLIC OF
(2023)
Towards a Lightweight Object Detection through Model Pruning Approaches.
The 14th International Conference on ICT Convergence.
KOREA, REPUBLIC OF
(2023)
D-ViSA: A Dataset for Detecting Visual Sentiment from Art Images.
the IEEE/CVF International Conference on Computer Vision Workshop (ICCV '23 Workshop).
FRANCE
(2023)
네트워크 데이터 기반 적대적 생성 모델 성능 결과 분석.
JCCI 2023.
KOREA, REPUBLIC OF
(2023)
ACL TA-DA: A Dataset for Text Summarization and Generation.
ACM SIGAPP Symposium on Applied Computing.
ESTONIA
(2022)
열수송관 이상 탐지를 위한 멀티 모달 인공지능 모델.
KSC 2022.
KOREA, REPUBLIC OF
(2022)
지표 투과 레이더 탐사 데이터 구축과 인공지능 기반 지하 공동 탐지에 대한 연구.
KSC 2022.
KOREA, REPUBLIC OF
(2022)
플랜트 설비 건전성 진단을 위한 인공지능 응용 연구.
2022 플랜트융합기술 컨퍼런스- Plant Digital Transformation -.
KOREA, REPUBLIC OF
(2022)
Technology Acceptance Perspectives on Mobile Services: A Comparison Between 4G and 5G Services.
2022 13th International Conference on Information and Communication Technology Convergence.
KOREA, REPUBLIC OF
(2022)
TransTraffic: Predicting Network Traffic using Low Resource Data.
2022 13th International Conference on Information and Communication Technology Convergence.
KOREA, REPUBLIC OF
(2022)
AI를 적용한 구조물 이상탐지 기술 개발: 지하매설시설을 중심으로.
KSCE 2022.
KOREA, REPUBLIC OF
(2022)
Are you aware of what you are watching? Role of machine heuristic in online content recommendations.
Cysoc '22 (2022 International Workshop on Cyber Social Threats (ICWSM Workshop)).
UNITED STATES
(2022)
Measuring Embedded Human-like Biases in Face Recognition Models.
AIBSD 2022 (In Conjunction with AAAI 2022).
UNITED STATES
(2022)
소셜 미디어 텍스트 분석을 통한 사회 정의 연구.
HCI Korea 2022.
KOREA, REPUBLIC OF
(2022)
5G and User Experience: A Bibliometric Approach.
2022 IEEE International Conference on Consumer Electronics (ICCE).
UNITED STATES
(2022)
Trafficformer: A Transformer-based Traffic Predictor.
2022 IEEE International Conference on Consumer Electronics (ICCE).
UNITED STATES