Shu-Jian Yu

Most-cited papers

1. Understanding Autoencoders with Information Theoretic Concepts

   Shu-Jian Yu, J. Príncipe

   2018Neural Networks149 citations Open access

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2. Causal Recurrent Variational Autoencoder for Medical Time Series Generation

   Hong-Ming Li, Shu-Jian Yu, J. Príncipe

   2023AAAI Conference on Artificial Intelligence128 citations Open access

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3. CI-GNN: A Granger Causality-Inspired Graph Neural Network for Interpretable Brain Network-Based Psychiatric Diagnosis

   Kaizhong Zheng, Shu-Jian Yu, Badong Chen

   2023Neural Networks95 citations Open access

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4. Understanding Convolutional Neural Networks With Information Theory: An Initial Exploration

   Shu-Jian Yu, Kristoffer Wickstrøm, R. Jenssen, J. Príncipe

   2018IEEE Transactions on Neural Networks and Learning Systems90 citations Open access

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5. Multivariate Extension of Matrix-Based Rényi's $\alpha$α-Order Entropy Functional

   Shu-Jian Yu, Luis Gonzalo Sánchez Giraldo, R. Jenssen, J. Príncipe

   2020IEEE Transactions on Pattern Analysis and Machine Intelligence87 citations

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6. Multi-view manifold learning with locality alignment

   Yue Zhao, Xin-Ge You, Shu-Jian Yu, Chang Xu +4 more

   2018Pattern Recognition82 citations

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7. BrainIB: Interpretable Brain Network-Based Psychiatric Diagnosis With Graph Information Bottleneck

   Kaizhong Zheng, Shu-Jian Yu, Bao-Juan Li, R. Jenssen +1 more

   2022IEEE Transactions on Neural Networks and Learning Systems66 citations Open access

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8. Multi-view non-negative matrix factorization by patch alignment framework with view consistency

   Weihua Ou, Shu-Jian Yu, Gai Li, Jian Lu +2 more

   2016Neurocomputing65 citations

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9. Concept Drift Detection and Adaptation with Hierarchical Hypothesis Testing

   Shu-Jian Yu, Zubin Abraham, Heng Wang, Mohak Shah +2 more

   2017Journal of the Franklin Institute58 citations Open access

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10. Improved functional link artificial neural network via convex combination for nonlinear active noise control

    Haiquan Zhao, Xiangping Zeng, Zhengyou He, Shu-Jian Yu +1 more

    2016Applied Soft Computing57 citations

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11. Concept Drift Detection with Hierarchical Hypothesis Testing

    Shu-Jian Yu, Zubin Abraham

    2017SDM52 citations

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12. Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels

    Shu-Jian Yu, Xiaoyang Wang, J. Príncipe

    2018International Joint Conference on Artificial Intelligence44 citations Open access

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13. Measuring Dependence with Matrix-based Entropy Functional

    Shu-Jian Yu, F. Alesiani, Xi Yu, R. Jenssen +1 more

    2021AAAI Conference on Artificial Intelligence41 citations Open access

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14. Deep Deterministic Information Bottleneck with Matrix-Based Entropy Functional

    Xi Yu, Shu-Jian Yu, J. Príncipe

    2021IEEE International Conference on Acoustics, Speech, and Signal Processing38 citations

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15. Kernel Learning for Dynamic Texture Synthesis

    Xin-Ge You, Weigang Guo, Shu-Jian Yu, Kan Li +2 more

    2016IEEE Transactions on Image Processing38 citations

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16. Information Plane Analysis of Deep Neural Networks via Matrix-Based Renyi's Entropy and Tensor Kernels

    Kristoffer Wickstrøm, Sigurd Løkse, Michael C. Kampffmeyer, Shu-Jian Yu +2 more

    2019arXiv.org36 citations

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17. Causality detection with matrix-based transfer entropy

    Wanqi Zhou, Shu-Jian Yu, Ba-Dong Chen

    2022Information Sciences35 citations

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18. Functional Connectome of the Human Brain with Total Correlation

    Qiang Li, G. V. Steeg, Shu-Jian Yu, J. Malo

    2022Entropy33 citations Open access

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19. Information-Theoretic Methods in Deep Neural Networks: Recent Advances and Emerging Opportunities

    Shu-Jian Yu, Luis Gonzalo Sánchez Giraldo, J. Príncipe

    2021International Joint Conference on Artificial Intelligence33 citations Open access

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20. Multivariate Extension of Matrix-Based Rényi's <inline-formula><tex-math notation="LaTeX">$\alpha$</tex-math><alternatives><mml:math><mml:mi>α</mml:mi></mml:math><inline-graphic xlink:href="yu-ieq1-2932976.gif"/></alternatives></inline-formula>-Order Entropy Functional

    Shu-Jian Yu, Luis Gonzalo Sánchez Giraldo, R. Jenssen, J. Príncipe

    2018IEEE Transactions on Pattern Analysis and Machine Intelligence32 citations Open access

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21. R2-Trans: Fine-Grained Visual Categorization with Redundancy Reduction

    Shuo Ye, Shu-Jian Yu, Yu Wang, Xin-Ge You

    2022Image and Vision Computing30 citations Open access

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22. STFT-like time frequency representations of nonstationary signal with arbitrary sampling schemes

    Shu-Jian Yu, Xin-Ge You, Weihua Ou, Xiubao Jiang +4 more

    2016Neurocomputing29 citations

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23. Regularized multivariate scatter correction

    Yi Mou, Xin-Ge You, Duan-Quan Xu, Long Zhou +2 more

    201428 citations

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24. Understanding Convolutional Neural Network Training with Information Theory

    Shu-Jian Yu, R. Jenssen, J. Príncipe

    2018arXiv.org27 citations

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25. Co-regularized multiview nonnegative matrix factorization with correlation constraint for representation learning

    Weihua Ou, Fei Long, Yi Tan, Shu-Jian Yu +1 more

    2018Multimedia tools and applications25 citations Open access

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26. Selective Imputation for Multivariate Time Series Datasets With Missing Values

    Ane Blázquez-García, Kristoffer Wickstrøm, Shu-Jian Yu, Karl Øyvind Mikalsen +5 more

    2023IEEE Transactions on Knowledge and Data Engineering24 citations Open access

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27. Dynamic texture modeling and synthesis using multi-kernel Gaussian process dynamic model

    Ziqi Zhu, Xin-Ge You, Shu-Jian Yu, Jixin Zou +1 more

    2016Signal Processing23 citations

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28. Modularizing Deep Learning via Pairwise Learning With Kernels

    Shiyu Duan, Shu-Jian Yu, J. Príncipe

    2020IEEE Transactions on Neural Networks and Learning Systems22 citations Open access

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29. Multi-View Information Bottleneck Without Variational Approximation

    Qi Zhang, Shu-Jian Yu, J. Xin, Ba-Dong Chen

    2022IEEE International Conference on Acoustics, Speech, and Signal Processing19 citations Open access

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30. Coping with Change: Learning Invariant and Minimum Sufficient Representations for Fine-Grained Visual Categorization

    Shuo Ye, Shu-Jian Yu, Wen-Jin Hou, Yu Wang +1 more

    2023Computer Vision and Image Understanding18 citations Open access

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31. Gated information bottleneck for generalization in sequential environments

    F. Alesiani, Shu-Jian Yu, Yu Xi

    2021Industrial Conference on Data Mining18 citations Open access

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32. On Kernel Method–Based Connectionist Models and Supervised Deep Learning Without Backpropagation

    Shiyu Duan, Shu-Jian Yu, Yunmei Chen, J. Príncipe

    2018Neural Computation18 citations Open access

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33. Principle of Relevant Information for Graph Sparsification

    Shu-Jian Yu, F. Alesiani, Wenzhe Yin, R. Jenssen +1 more

    2022Conference on Uncertainty in Artificial Intelligence17 citations Open access

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34. Coarse-to-Fine Salient Object Detection with Low-Rank Matrix Recovery

    Qi Zheng, Shu-Jian Yu, Xin-Ge You, Qin-Mu Peng +1 more

    2018Neurocomputing17 citations Open access

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35. Simple Stopping Criteria for Information Theoretic Feature Selection

    Shu-Jian Yu, J. Príncipe

    2018Entropy16 citations Open access

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36. Single image rain streaks removal based on self-learning and structured sparse representation

    Shu-Jian Yu, Weihua Ou, Xin-Ge You, Yi Mou +2 more

    2015China Summit and International Conference on Signal and Information Processing16 citations

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37. The Conditional Cauchy-Schwarz Divergence With Applications to Time-Series Data and Sequential Decision Making

    Shu-Jian Yu, Hong-Ming Li, Sigurd Løkse, R. Jenssen +1 more

    2023IEEE Transactions on Pattern Analysis and Machine Intelligence15 citations Open access

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38. Higher-Order Organization in the Human Brain From Matrix-Based Rényi’s Entropy

    Qiang Li, Shu-Jian Yu, Kristoffer Hougaard Madsen, Vincent Calhoun +1 more

    20232023 IEEE International Conference on Acoustics, Speech, and Signal Processing Workshops (ICASSPW)15 citations Open access

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39. Multiscale principle of relevant information for hyperspectral image classification

    Yan-Tao Wei, Shu-Jian Yu, Luis Gonzalo Sánchez Giraldo, J. Príncipe

    2019Machine-mediated learning15 citations Open access

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40. Robust Visual Tracking Using Multi-Frame Multi-Feature Joint Modeling

    Peng Zhang, Shu-Jian Yu, Jiamiao Xu, Xin-Ge You +3 more

    2018IEEE transactions on circuits and systems for video technology (Print)15 citations Open access

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41. Multiview Hybrid Embedding: A Divide-and-Conquer Approach

    Jiamiao Xu, Shu-Jian Yu, Xin-Ge You, Meng-Jun Leng +2 more

    2018IEEE Transactions on Cybernetics15 citations Open access

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42. Kernel normalized mixed-norm algorithm for system identification

    Shu-Jian Yu, Xin-Ge You, Kexin Zhao, Weihua Ou +1 more

    2015IEEE International Joint Conference on Neural Network14 citations

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43. Adversarial Training for the Adversarial Robustness of EEG-Based Brain-Computer Interfaces

    Yun-Huan Li, Xi Yu, Shu-Jian Yu, Ba-Dong Chen

    2022International Workshop on Machine Learning for Signal Processing13 citations

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44. Variance constrained partial least squares

    Xiubao Jiang, Xin-Ge You, Shu-Jian Yu, D. Tao +2 more

    201513 citations

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45. Optimal Randomized Approximations for Matrix-Based Rényi’s Entropy

    Yuxin Dong, Tieliang Gong, Shu-Jian Yu, Chen Li

    2022IEEE Transactions on Information Theory12 citations Open access

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46. Robust linear discriminant analysis with a Laplacian assumption on projection distribution

    Shu-Jian Yu, Zheng Cao, Xiubao Jiang

    2017IEEE International Conference on Acoustics, Speech, and Signal Processing12 citations

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47. A Componentwise Approach to Weakly Supervised Semantic Segmentation Using Dual-Feedback Network

    Zheng-Qiang Zhang, Qin-Mu Peng, Si-Chao Fu, Wenjie Wang +4 more

    2022IEEE Transactions on Neural Networks and Learning Systems11 citations

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48. Interpretable fault detection using projections of mutual information matrix

    Fei-Ya Lv, Shu-Jian Yu, Chenglin Wen, J. Príncipe

    2021Journal of the Franklin Institute10 citations Open access

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49. Autoencoders trained with relevant information: Blending Shannon and Wiener's perspectives

    Shu-Jian Yu, Matthew S. Emigh, Eder Santana, J. Príncipe

    2017IEEE International Conference on Acoustics, Speech, and Signal Processing10 citations

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50. Robust calibration model transfer

    Yi Mou, Long Zhou, Shu-Jian Yu, Wei-Zhen Chen +2 more

    201610 citations

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