Shujian Yu

1. Causal Recurrent Variational Autoencoder for Medical Time Series Generation
   2023/01/16 by Hongming Li, Shujian Yu, Li, Hongming +3 · 11 citations
   Computer Science · Neuroscience · #Machine Learning in Healthcare #Functional Brain Connectivity Studies #Time Series Analysis and Forecasting
2. Measuring Dependence with Matrix-based Entropy Functional
   2021/01/25 by Shujian Yu, Francesco Alesiani, Yu, Shujian +7 · 3 citations
   Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Mechanics and Entropy #Statistical Methods and Inference
3. Understanding Convolutional Neural Networks with Information Theory: An Initial Exploration
   2018/04/18 by Shujian Yu, Kristoffer Wickstrøm, Yu, Shujian +5 · 2 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Image and Signal Denoising Methods #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Statistical Mechanics and Entropy
4. Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery
   2018/05/21 by Qi Zheng, Shujian Yu, Zheng, Qi +5 · 2 citations
   Computer Science · Neuroscience · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face Recognition and Perception #Image and Video Quality Assessment #Visual Attention and Saliency Detection
5. Understanding Autoencoders with Information Theoretic Concepts
   2018/03/30 by Shujian Yu, Yu, Shujian, José C. Prı́ncipe +1 · 2 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Statistical Mechanics and Entropy #stochastic dynamics and bifurcation
6. Deep Deterministic Information Bottleneck with Matrix-based Entropy Functional
   2021/01/31 by Xi Yu, Yu, Xi, Shujian Yu +3 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
7. Principle of Relevant Information for Graph Sparsification
   2022/05/31 by Shujian Yu, Francesco Alesiani, Yu, Shujian +7 · 2 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
8. The Conditional Cauchy-Schwarz Divergence with Applications to Time-Series Data and Sequential Decision Making
   2023/01/21 by Shujian Yu, Yu, Shujian, Hongming Li +7 · 3 citations
   Physics and Astronomy · Decision Sciences · Computer Science · #Statistical Mechanics and Entropy #Forecasting Techniques and Applications #Bayesian Modeling and Causal Inference
9. BAN: Detecting Backdoors Activated by Adversarial Neuron Noise
   2024/05/30 by Xiaoyun Xu, Xu, Xiaoyun, Zhuoran Liu +7 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #FOS: Computer and information sciences #Machine Learning (cs.LG)
10. Deep Deterministic Independent Component Analysis for Hyperspectral Unmixing
    2022/02/07 by Hongming Li, Li, Hongming, Shujian Yu +3 · 1 citation
    Engineering · Biochemistry, Genetics and Molecular Biology · Chemistry · #Remote-Sensing Image Classification #Spectroscopy Techniques in Biomedical and Chemical Research #Spectroscopy and Chemometric Analyses
11. Domain Adaptation with Cauchy-Schwarz Divergence
    2024/05/30 by Wenzhe Yin, Yin, Wenzhe, Shujian Yu +9 · 2 citations
    Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Reservoir Engineering and Simulation Methods
12. Aberrant High-Order Dependencies in Schizophrenia Resting-State Functional MRI Networks
    2023/10/26 by Qiang Li, Vince D. Calhoun, Li, Qiang +9 · 1 citation
    Neuroscience · #Functional Brain Connectivity Studies #Neural dynamics and brain function #EEG and Brain-Computer Interfaces
13. Cauchy-Schwarz Divergence Information Bottleneck for Regression
    2024/04/27 by Shujian Yu, Yu, Shujian, Xi Yu +7 · 2 citations
    Computer Science · #Neural Networks and Applications
14. Jacobian Regularizer-based Neural Granger Causality
    2024/05/14 by Wanqi Zhou, Shuanghao Bai, Zhou, Wanqi +7 · 1 citation
    Computer Science · Engineering · #Control Systems and Identification #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
15. Discovering Common Information in Multi-view Data
    2024/06/21 by Qi Zhang, Zhang, Qi, Mingfei Lu +7 · 1 citation
    Computer Science · Social Sciences · #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Geographic Information Systems Studies #Machine Learning (cs.LG) #Semantic Web and Ontologies