Ziyu Jia

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 32

Top Topics

Emotion Recognition

Multivariate Time Series

Top Venues

Publications

Chenyu Liu, Xinliang Zhou, Yihao Wu, Ruizhi Yang, Liming Zhai, Ziyu Jia, Yang Liu
Graph Neural Networks in EEG-based Emotion Recognition: A Survey. CoRR (2024)
Xiaojun Ning, Jing Wang, Youfang Lin, Xiyang Cai, Haobin Chen, Haijun Gou, Xiaoli Li, Ziyu Jia
MetaEmotionNet: Spatial-Spectral-Temporal-Based Attention 3-D Dense Network With Meta-Learning for EEG Emotion Recognition. IEEE Trans. Instrum. Meas. 73 (2024)
Chenyu Liu, Xinliang Zhou, Zhengri Zhu, Liming Zhai, Ziyu Jia, Yang Liu
VBH-GNN: Variational Bayesian Heterogeneous Graph Neural Networks for Cross-subject Emotion Recognition. ICLR (2024)
Cheng Cheng, Wenzhe Liu, Zhaoxin Fan, Lin Feng, Ziyu Jia
A novel transformer autoencoder for multi-modal emotion recognition with incomplete data. Neural Networks 172 (2024)
Shuo Ma, Yingwei Zhang, Yiqiang Chen, Tao Xie, Shuchao Song, Ziyu Jia
Exploring Structure Incentive Domain Adversarial Learning for Generalizable Sleep Stage Classification. ACM Trans. Intell. Syst. Technol. 15 (1) (2024)
Ziyu Jia, Haichao Wang, Yucheng Liu, Tianzi Jiang
Mutual Distillation Extracting Spatial-temporal Knowledge for Lightweight Multi-channel Sleep Stage Classification. KDD (2024)
Hongli Li, Hongyu Chen, Ziyu Jia, Ronghua Zhang, Feichao Yin
A parallel multi-scale time-frequency block convolutional neural network based on channel attention module for motor imagery classification. Biomed. Signal Process. Control. 79 (Part) (2023)
Peiliang Gong, Ziyu Jia, Pengpai Wang, Yueying Zhou, Daoqiang Zhang
ASTDF-Net: Attention-Based Spatial-Temporal Dual-Stream Fusion Network for EEG-Based Emotion Recognition. ACM Multimedia (2023)
Heng Liang, Yucheng Liu, Haichao Wang, Ziyu Jia
Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG. IJCAI (2023)
Xinliang Zhou, Dan Lin, Ziyu Jia, Jiaping Xiao, Chenyu Liu, Liming Zhai, Yang Liu
An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance. EMBC (2023)
Yuchen Liu, Ziyu Jia
BSTT: A Bayesian Spatial-Temporal Transformer for Sleep Staging. ICLR (2023)
Ziyu Jia, Youfang Lin, Yuhan Zhou, Xiyang Cai, Peng Zheng, Qiang Li, Jing Wang
Exploiting Interactivity and Heterogeneity for Sleep Stage Classification Via Heterogeneous Graph Neural Network. ICASSP (2023)
Xinliang Zhou, Chenyu Liu, Liming Zhai, Ziyu Jia, Cuntai Guan, Yang Liu
Interpretable and Robust AI in EEG Systems: A Survey. CoRR (2023)
Shaozhe Liu, Leike An, Chi Zhang, Ziyu Jia
A Spatial-Temporal Transformer based on Domain Generalization for Motor Imagery Classification. SMC (2023)
Xinliang Zhou, Dan Lin, Ziyu Jia, Jiaping Xiao, Chenyu Liu, Liming Zhai, Yang Liu
An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance. CoRR (2023)
Yucheng Liu, Ziyu Jia, Haichao Wang
EmotionKD: A Cross-Modal Knowledge Distillation Framework for Emotion Recognition Based on Physiological Signals. ACM Multimedia (2023)
Wei Xu, Jing Wang, Ziyu Jia, Zhiqing Hong, Yunze Li, Youfang Lin
Multi-Level Spatial-Temporal Adaptation Network for Motor Imagery Classification. ICASSP (2022)
Ziyu Jia, Junyu Ji, Xinliang Zhou, Yuhan Zhou
Hybrid spiking neural network for sleep electroencephalogram signals. Sci. China Inf. Sci. 65 (4) (2022)
Ziyu Jia, Youfang Lin, Jing Wang, Zhiyang Feng, Xiangheng Xie, Caijie Chen
HetEmotionNet: Two-Stream Heterogeneous Graph Recurrent Neural Network for Multi-modal Emotion Recognition. ACM Multimedia (2021)
Ziyu Jia, Youfang Lin, Jing Wang, Xuehui Wang, Peiyi Xie, Yingbin Zhang
SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging. IJCAI (2021)
Xiyang Cai, Ziyu Jia, Zehui Jiao
Two-Stream Squeeze-and-Excitation Network for Multi-modal Sleep Staging. BIBM (2021)
Ziyu Jia, Youfang Lin, Jing Wang, Xuehui Wang, Peiyi Xie, Yingbin Zhang
SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging. CoRR (2021)
Ziyu Jia, Youfang Lin, Jing Wang, Zhiyang Feng, Xiangheng Xie, Caijie Chen
HetEmotionNet: Two-Stream Heterogeneous Graph Recurrent Neural Network for Multi-modal Emotion Recognition. CoRR (2021)
Ziyu Jia, Youfang Lin, Jing Wang, Xiaojun Ning, Yuanlai He, Ronghao Zhou, Yuhan Zhou, Li-Wei H. Lehman
Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification. CoRR (2021)
Yunxiao Liu, Youfang Lin, Ziyu Jia, Yan Ma, Jing Wang
Representation based on ordinal patterns for seizure detection in EEG signals. Comput. Biol. Medicine 126 (2020)
Ziyu Jia, Youfang Lin, Xiyang Cai, Haobin Chen, Haijun Gou, Jing Wang
SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition. ACM Multimedia (2020)
Ziyu Jia, Xiyang Cai, Gaoxing Zheng, Jing Wang, Youfang Lin
SleepPrintNet: A Multivariate Multimodal Neural Network Based on Physiological Time-Series for Automatic Sleep Staging. IEEE Trans. Artif. Intell. 1 (3) (2020)
Zhenqi Li, Jing Wang, Ziyu Jia, Youfang Lin
Learning Space-Time-Frequency Representation with Two-Stream Attention Based 3D Network for Motor Imagery Classification. ICDM (2020)
Xiyang Cai, Ziyu Jia, Minfang Tang, Gaoxing Zheng
BrainSleepNet: Learning Multivariate EEG Representation for Automatic Sleep Staging. BIBM (2020)
Ziyu Jia, Youfang Lin, Jing Wang, Kaixin Yang, Tianhang Liu, Xinwang Zhang
MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification. ECML/PKDD (3) (2020)
Ziyu Jia, Youfang Lin, Jing Wang, Ronghao Zhou, Xiaojun Ning, Yuanlai He, Yaoshuai Zhao
GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification. IJCAI (2020)
Ziyu Jia, Youfang Lin, Zehui Jiao, Yan Ma, Jing Wang
Detecting Causality in Multivariate Time Series via Non-Uniform Embedding. Entropy 21 (12) (2019)