publications

2025

1. BSPC

   

   Temporal Variational Autoencoder Model for In-hospital Clinical Emergency Prediction

   Nguyen Trong-Nghia, Soo-Hyung Kim, Bo-Gun Kho, and 3 more authors

   Journal of Biomedical Signal Processing and Control, 2025

   Bib HTML

   @article{10559396tvae,
     author = {Trong-Nghia, Nguyen and Kim, Soo-Hyung and Kho, Bo-Gun and Nhu-Tai, Do and Iyortsuun, Ngumimi-Karen and Yang, Hyung-Jeong},
     journal = {Journal of Biomedical Signal Processing and Control},
     title = {Temporal Variational Autoencoder Model for In-hospital Clinical Emergency Prediction},
     year = {2025},
     doi = {10.1016/j.bspc.2024.106975},
     volume = {100},
     number = {PC},
     pages = {106975},
     keywords = {Task analysis;Predictive models;Training;Hospitals;Medical diagnostic imaging;Testing;Intelligent systems}
   }

2. PeerJ CS

   

   Dual-stream transformer approach for pain assessment using visual-physiological data modeling

   Nguyen M, Yang H, Dao D, and 5 more authors

   PeerJ Computer Science, 2025

   Bib HTML

   @article{nguyen2025dualstream,
     author = {M, Nguyen and H, Yang and D, Dao and S, Kim and S, Kim and J, Shin and NAT, Nguyen and T, Nguyen},
     journal = {PeerJ Computer Science},
     title = {Dual-stream transformer approach for pain assessment using visual-physiological data modeling},
     year = {2025},
     volume = {11},
     pages = {e3158},
     doi = {10.7717/peerj-cs.3158},
   }

2024

1. IEEE Access

   

   Explainable Deep Contrastive Federated Learning System for Early Prediction of Clinical Status in Intensive Care Unit

   Nguyen Trong-Nghia, Hyung-Jeong Yang, Bo-Gun Kho, and 2 more authors

   IEEE Access, 2024

   Bib HTML

   @article{nguyen2024federated,
     author = {Trong-Nghia, Nguyen and Yang, Hyung-Jeong and Kho, Bo-Gun and Kang, Sae-Ryung and Kim, Soo-Hyung},
     journal = {IEEE Access},
     title = {Explainable Deep Contrastive Federated Learning System for Early Prediction of Clinical Status in Intensive Care Unit},
     year = {2024},
     volume = {12},
     pages = {117176-117202},
     doi = {10.1109/ACCESS.2024.3447759},
   }

2. Intell. Syst.

   

   Multi-Gradient Siamese Temporal Model for the Prediction of Clinical Events in Rapid Response Systems

   Nguyen Trong-Nghia, Soo-Hyung Kim, Bo-Gun Kho, and 1 more author

   IEEE Intelligent Systems, 2024

   Bib HTML

   @article{nguyen2024siamese,
     author = {Trong-Nghia, Nguyen and Kim, Soo-Hyung and Kho, Bo-Gun and Yang, Hyung-Jeong},
     journal = {IEEE Intelligent Systems},
     title = {Multi-Gradient Siamese Temporal Model for the Prediction of Clinical Events in Rapid Response Systems},
     year = {2024},
     pages = {1-12},
     keywords = {Task analysis;Predictive models;Training;Hospitals;Medical diagnostic imaging;Testing;Intelligent systems},
     doi = {10.1109/MIS.2024.3408290},
   }

3. 

   A Hybrid CNN-LSTM Approach for Effective Denoising of EEG Signals Contaminated by EOG Artifacts

   Battulga Ulziisaikhan, Trong-Nghia Nguyen, and Soo-Hyung Kim

   In Proceedings of Annual Conference of Korea Information Processing Society (ACK2024), 2024

   Bib HTML

   @inproceedings{tulga2024,
     title = {A Hybrid CNN-LSTM Approach for Effective Denoising of EEG Signals Contaminated by EOG Artifacts},
     author = {Ulziisaikhan, Battulga and Nguyen, Trong-Nghia and Kim, Soo-Hyung},
     booktitle = {Proceedings of Annual Conference of Korea Information Processing Society (ACK2024)},
     pages = {573--576},
     year = {2024},
     organization = {Korea Information Processing Society},
   }

2023

1. 

   Ensemble spatial and temporal vision transformer for action units detection

   Vu Ngoc Tu, Huynh Van Thong, Nguyen Trong Nghia, and 1 more author

   In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPRW), 2023

   Bib HTML

   @inproceedings{vu2023ensemble,
     title = {Ensemble spatial and temporal vision transformer for action units detection},
     author = {Tu, Vu Ngoc and Thong, Huynh Van and Nghia, Nguyen Trong and Soo-Hyung, Kim},
     booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPRW)},
     pages = {5770--5776},
     year = {2023},
   }

2022

1. SMA

   

   A TabNet-Based System for Water Quality Prediction in Aquaculture

   Nguyen Trong-Nghia, Soo Hyung Kim, Nhu-Tai Do, and 3 more authors

   Smart Media Journal, 2022

   Bib HTML

   @article{nguyen2022tabnet,
     title = {A TabNet-Based System for Water Quality Prediction in Aquaculture},
     author = {Trong-Nghia, Nguyen and Kim, Soo Hyung and Do, Nhu-Tai and Hong, Thai-Thi Ngoc and Yang, Hyung Jeong and Lee, Guee Sang},
     journal = {Smart Media Journal},
     volume = {11},
     number = {2},
     pages = {39--52},
     year = {2022},
     publisher = {The Korean Institute of Smart Media},
     doi = {10.30693/SMJ.2022.11.2.39},
   }

2. 

   Deep learning-based model for rapid prediction of in-hospital clinical deterioration

   Nguyen Trong-Nghia, Kho Bo-Gun, Yang Hyung-Jeong, and 1 more author

   In Proceedings of the 10th International Conference on Big Data Applications and Services (BIGDAS2022), 2022

   Bib PDF

   @inproceedings{nguyen2022deep,
     title = {Deep learning-based model for rapid prediction of in-hospital clinical deterioration},
     author = {Trong-Nghia, Nguyen and Bo-Gun, Kho and Hyung-Jeong, Yang and Soo-Hyung, Kim},
     booktitle = {Proceedings of the 10th International Conference on Big Data Applications and Services (BIGDAS2022)},
     pages = {81--88},
     year = {2022},
     organization = {Korea Big Data Service Society}
   }

3. 

   Stress analysis based on feature-level late fusion

   Eun-Bin Choi, Hong-Hai Nguyen, Nguyen Trong Nghia, and 1 more author

   In Proc. Int. Conf. Smart Media and Applications (SMA2022), Oct. 2022., 2022

   Bib HTML

   @inproceedings{sma2022,
     title = {Stress analysis based on feature-level late fusion},
     author = {Choi, Eun-Bin and Nguyen, Hong-Hai and Nghia, Nguyen Trong and Soo-Hyung, Kim},
     booktitle = {Proc. Int. Conf. Smart Media and Applications (SMA2022), Oct. 2022.},
     pages = {110-114},
     year = {2022},
   }

2021

1. 

   Deep Interpretable Learning for a Rapid Response System

   Nguyen Trong-Nghia, Vo Thanh-Hung, Bo-Gun Kho, and 3 more authors

   In Proceedings of the Korea Information Processing Society Conference (KIPS), 2021

   Bib HTML

   @inproceedings{nguyen2021deep,
     title = {Deep Interpretable Learning for a Rapid Response System},
     author = {Trong-Nghia, Nguyen and Thanh-Hung, Vo and Kho, Bo-Gun and Lee, Guee-Sang and Yang, Hyung-Jeong and Kim, Soo-Hyung},
     booktitle = {Proceedings of the Korea Information Processing Society Conference (KIPS)},
     pages = {805--807},
     year = {2021},
     organization = {Korea Information Processing Society},
   }

2020

1. 

   How feature fusion can help to improve multi-shot person re-identification performance?

   Thuy-Binh Nguyen, Nguyen Trong-Nghia, Hong-Quan Nguyen, and 2 more authors

   In 2020 International Conference on Multimedia Analysis and Pattern Recognition (MAPR), 2020

   Bib HTML

   @inproceedings{nguyen2020feature,
     title = {How feature fusion can help to improve multi-shot person re-identification performance?},
     author = {Nguyen, Thuy-Binh and Trong-Nghia, Nguyen and Nguyen, Hong-Quan and Le, Thi-Lan and Pham, Thi Thanh Thuy},
     booktitle = {2020 International Conference on Multimedia Analysis and Pattern Recognition (MAPR)},
     pages = {1--6},
     year = {2020},
     organization = {IEEE},
   }