Shijia Geng

According to our database, Shijia Geng authored at least 21 papers between 2012 and 2025.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of three.

2025

A deep learning method for beat-level risk analysis and interpretation of atrial fibrillation patients during sinus rhythm.

Jun Lei, Yuxi Zhou, Xue Tian, Qinghao Zhao, Qi Zhang, Shijia Geng, Qingbo Wu, Shenda Hong

Biomed. Signal Process. Control., 2025

2024

Screening for severe coronary stenosis in patients with apparently normal electrocardiograms based on deep learning.

Zhengkai Xue, Shijia Geng, Shaohua Guo, Guanyu Mu, Bo Yu, Peng Wang, Sutao Hu, Deyun Zhang, Weilun Xu, Yanhong Liu, Lei Yang, Huayue Tao, Shenda Hong, Kangyin Chen

BMC Medical Informatics Decis. Mak., December, 2024

Cardiac murmur grading and risk analysis of cardiac diseases based on adaptable heterogeneous-modality multi-task learning.

Chenyang Xu, Xin Li, Xinyue Zhang, Ruilin Wu, Yuxi Zhou, Qinghao Zhao, Yong Zhang, Shijia Geng, Yue Gu, Shenda Hong

Health Inf. Sci. Syst., December, 2024

Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer.

Wenrui Zhang, Ling Yang, Shijia Geng, Shenda Hong

IEEE Trans. Neural Networks Learn. Syst., November, 2024

Cardiac arrhythmia classification with rejection of ECG recordings based on uncertainty estimation from deep neural networks.

Wenrui Zhang, Xinxin Di, Guodong Wei, Shijia Geng, Zhaoji Fu, Shenda Hong

Neural Comput. Appl., 2024

Deep Learning for Detecting and Early Predicting Chronic Obstructive Pulmonary Disease from Spirogram Time Series: A UK Biobank Study.

Shuhao Mei, Yuxi Zhou, Jiahao Xu, Yuxuan Wan, Shan Cao, Qinghao Zhao, Shijia Geng, Junqing Xie, Shenda Hong

CoRR, 2024

A Review of Deep Learning Methods for Photoplethysmography Data.

Guangkun Nie, Jiabao Zhu, Gongzheng Tang, Deyun Zhang, Shijia Geng, Qinghao Zhao, Shenda Hong

CoRR, 2024

CardioDefense: Defending against adversarial attack in ECG classification with adversarial distillation training.

Jiahao Shao, Shijia Geng, Zhaoji Fu, Weilun Xu, Tong Liu, Shenda Hong

Biomed. Signal Process. Control., 2024

2023

Artificial Intelligence System for Detection and Screening of Cardiac Abnormalities using Electrocardiogram Images.

Deyun Zhang, Shijia Geng, Yang Zhou, Weilun Xu, Guodong Wei, Kai Wang, Jie Yu, Qiang Zhu, Yongkui Li, Yonghong Zhao, Xingyue Chen, Rui Zhang, Zhaoji Fu, Rongbo Zhou, Yanqi E, Sumei Fan, Qinghao Zhao, Chuandong Cheng, Nan Peng, Liang Zhang, Linlin Zheng, Jianjun Chu, Hongbin Xu, Chen Tan, Jian Liu, Huayue Tao, Tong Liu, Kangyin Chen, Chenyang Jiang, Xingpeng Liu, Shenda Hong

CoRR, 2023

A simple self-supervised ECG representation learning method via manipulated temporal-spatial reverse detection.

Wenrui Zhang, Shijia Geng, Shenda Hong

Biomed. Signal Process. Control., 2023

Less is More: Reducing Overfitting in Deep Learning for EEG Classification.

Songchi Zhou, Shijia Geng, Jun Li, Deyun Zhang, Ziqian Xie, Chuandong Cheng, Shenda Hong

Proceedings of the Computing in Cardiology, 2023

2022

Estimating critical values from electrocardiogram using a deep ordinal convolutional neural network.

Guodong Wei, Xinxin Di, Wenrui Zhang, Shijia Geng, Deyun Zhang, Kai Wang, Zhaoji Fu, Shenda Hong

BMC Medical Informatics Decis. Mak., 2022

Cross Reconstruction Transformer for Self-Supervised Time Series Representation Learning.

Wenrui Zhang, Ling Yang, Shijia Geng, Shenda Hong

CoRR, 2022

Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training.

Jiahao Shao, Shijia Geng, Zhaoji Fu, Weilun Xu, Tong Liu, Shenda Hong

CoRR, 2022

A Deep Bayesian Neural Network for Cardiac Arrhythmia Classification with Rejection from ECG Recordings.

Wenrui Zhang, Xinxin Di, Guodong Wei, Shijia Geng, Zhaoji Fu, Shenda Hong

CoRR, 2022

Learning ECG Representations based on Manipulated Temporal-Spatial Reverse Detection.

Wenrui Zhang, Shijia Geng, Shenda Hong

CoRR, 2022

MetaVA: Curriculum Meta-learning and Pre-fine-tuning of Deep Neural Networks for Detecting Ventricular Arrhythmias based on ECGs.

Wenrui Zhang, Shijia Geng, Zhaoji Fu, Linlin Zheng, Chenyang Jiang, Shenda Hong

CoRR, 2022

Building and training a deep spiking neural network for ECG classification.

Yifei Feng, Shijia Geng, Jianjun Chu, Zhaoji Fu, Shenda Hong

Biomed. Signal Process. Control., 2022

2017

Transforming Musical Signals through a Genre Classifying Convolutional Neural Network.

Shijia Geng, Gang Ren, Mitsunori Ogihara

CoRR, 2017

2013

Feature extraction and unsupervised classification of neural population reward signals for reinforcement based BMI.

Noeline W. Prins, Shijia Geng, Eric A. Pohlmeyer, Babak Mahmoudi, Justin C. Sanchez

Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

2012

Brain-machine interface control of a robot arm using actor-critic rainforcement learning.

Eric A. Pohlmeyer, Babak Mahmoudi, Shijia Geng, Noeline W. Prins, Justin C. Sanchez

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012