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Name: Ziyu Jia
Type: User
Company: Institute of Automation, Chinese Academy of Sciences
Bio: 「Stay hungry. Stay foolish.」
Location: Beijing
Name: Ziyu Jia
Type: User
Company: Institute of Automation, Chinese Academy of Sciences
Bio: 「Stay hungry. Stay foolish.」
Location: Beijing
BrainSleepNet: Learning Multivariate EEG Representation for Automatic Sleep Staging
A list of experts in the field of the brain-computer interface and biological signal processing in China
cluster data collected from production clusters in Alibaba for cluster management research
MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification
A list of papers for emotion recognition using machine learning/deep learning.
Official Implementation of 'Fast AutoAugment' in PyTorch.
GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification
A list of papers for motor imagery using machine learning/deep learning.
Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.
A list of papers for physiological signal classification using machine learning/deep learning.
Partial conditional mutual information from mixed embedding for coupling estimation in multivariate time series. We also use transfer entropy to realize this method.
SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging
Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging
Code for extracting DE (differential entropy) and PSD (power spectral density) feature of signals.
We realize many simulation system models to create coupled time series.
A list of papers for sleep stages classification using machine learning/deep learning.
This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Graph Neural Network
Official Code for Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG (IJCAI 2023)
SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging
SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition
Open-Source MATLAB toolbox for transfer entropy estimation
Two-Stream Squeeze-and-Excitation Network for Multi-modal Sleep Staging
ZiyuJia's personal homepage
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