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Ziyu Jia's Projects

brainsleepnet icon brainsleepnet

BrainSleepNet: Learning Multivariate EEG Representation for Automatic Sleep Staging

clusterdata icon clusterdata

cluster data collected from production clusters in Alibaba for cluster management research

ecml-pkdd_mmcnn icon ecml-pkdd_mmcnn

MMCNN: A Multi-branch Multi-scale Convolutional Neural Network for Motor Imagery Classification

graphsleepnet icon graphsleepnet

GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification

mstgcn icon mstgcn

Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.

pmime-and-te icon pmime-and-te

Partial conditional mutual information from mixed embedding for coupling estimation in multivariate time series. We also use transfer entropy to realize this method.

salientsleepnet icon salientsleepnet

SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging

sen-dal icon sen-dal

Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging

sleephgnn icon sleephgnn

This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Graph Neural Network

sleepkd icon sleepkd

Official Code for Teacher Assistant-Based Knowledge Distillation Extracting Multi-level Features on Single Channel Sleep EEG (IJCAI 2023)

sleepprintnet icon sleepprintnet

SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging

sst-emotionnet icon sst-emotionnet

SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition

trentool3 icon trentool3

Open-Source MATLAB toolbox for transfer entropy estimation

ts-sen icon ts-sen

Two-Stream Squeeze-and-Excitation Network for Multi-modal Sleep Staging

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