Publications

Research on recommender systems, graph learning, network alignment, and explainable AI.

International publications

  1. IEEE TKDE2026

    Memory is No Longer a Bottleneck: Memory-Efficient Graph Filtering for Scalable Collaborative Filtering

    J. D. Park (first author) and W. Y. Shin

  2. IEEE TNSE2025

    Centrality-Based Node Feature Augmentation for Robust Network Alignment

    J. D. Park (first author), C. Tran, W. Y. Shin, and X. Cao

  3. WWW2025

    Criteria-Aware Graph Filtering: Extremely Fast Yet Accurate Multi-Criteria Recommendation

    J. D. Park (first author), J. M. Yu, and W. Y. Shin

  4. WWW2025

    Leveraging Member-Group Relations via Multi-View Graph Filtering for Effective Group Recommendation

    C. H. Kim, Y. R. Choi, J. D. Park (corresponding author), and W. Y. Shin

  5. SIGIR2024

    Turbo-CF: Matrix Decomposition-Free Graph Filtering for Fast Recommendation

    J. D. Park (first author), Y. M. Shin, and W. Y. Shin

  6. SIGIR2024

    Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order Connectivity

    Y. Hou, J. D. Park, and W. Y. Shin

  7. KDD2023

    Criteria Tell You More Than Ratings: Criteria Preference-Aware Light Graph Convolution for Effective Multi-Criteria Recommendation

    J. D. Park (first author), S. Li, X. Cao, and W. Y. Shin

  8. IEEE TPAMI2023

    On the Power of Gradual Network Alignment Using Dual-Perception Similarities

    J. D. Park (first author), C. Tran, W. Y. Shin, and X. Cao

  9. CIKM2022

    GradAlign+: Empowering Gradual Network Alignment Using Attribute Augmentation

    J. D. Park (first author), C. Tran, W. Y. Shin, and X. Cao

  10. AAAI2022

    Gradual Network Alignment via Graph Neural Network

    J. D. Park (first author), C. Tran, W. Y. Shin, and X. Cao · Student Abstract and Poster Program

  11. PLOS ONE2022

    Explainable Gait Recognition with Prototyping Encoder-Decoder

    J. C. Moon, Y. M. Shin, J. D. Park, N. H. Minaya, W. Y. Shin, and S. I. Choi

  12. IEEE Access2022

    Two-Stage Deep Anomaly Detection with Heterogeneous Time Series Data for Smart Manufacturing

    K. J. Jeoung, J. D. Park, K. Hwang, S. L. Kim, and W. Y. Shin

  13. arXivPreprint

    Node Feature Augmentation Vitaminizes Network Alignment

    J. D. Park (first author), C. Tran, W. Y. Shin, and X. Cao

Domestic publications

  1. Domestic

    그래프 신경망을 사용한 다 기준 추천 알고리즘

  2. Domestic

    점진적 네트워크 정렬

  3. Domestic

    Empowering Gradual Network Alignment Using Attribute Augmentation

  4. Domestic

    Gradual Network Alignment with Edge Augmentation

  5. Domestic

    스마트 공정에 필요한 이상 탐지 방법에 대한 포괄적 실험 연구

  6. Domestic

    심층 발걸음 인식 모델에 대한 설명 가능한 인공지능

  7. Domestic

    제조업에서의 심층 이상 탐지

  8. Domestic

    확장 그래프에서의 그래프 신경망을 활용한 다 기준 추천시스템

  9. Domestic

    Sophisticated Graph Filter Design for Accurate Recommendation

  10. Domestic

    물리인지 그래프 학습 기반 인공지능을 통한 실시간 유방암 위치 예측

  11. Domestic

    물리인지 그래프 네트워크를 활용한 실시간 유방암 위치 모니터링

  12. Magazine2023

    기계학습을 활용한 네트워크 정렬 기술 최근 동향

    대한전자공학회 전자공학회지 특집호