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| Knowledge Transfer Learning via Dual Density Sampling for Resource-Limited Domain Adaptation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 12, 页码: 2269-2291
作者: Zefeng Zheng; Luyao Teng; Wei Zhang ; Naiqi Wu; Shaohua Teng
 Adobe PDF(15412Kb) |  收藏 | 浏览/下载：114/25 | 提交时间：2023/10/31
Cross-domain risk dual density sampling intra-domain risk maximum mean discrepancy knowledge transfer learning resource-limited domain adaptation |
| Subspace Identification for Closed-Loop Systems With Unknown Deterministic Disturbances 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 12, 页码: 2248-2257
作者: Kuan Li; Hao Luo; Yuchen Jiang; Dejia Tang; Hongyan Yang
Adobe PDF(1548Kb) | 收藏 | 浏览/下载：116/30 | 提交时间：2023/10/31
Bernstein polynomial closed-loop system subspace identification unknown deterministic disturbances |
| Diverse Deep Matrix Factorization With Hypergraph Regularization for Multi-View Data Representation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2154-2167
作者: Haonan Huang; Guoxu Zhou; Naiyao Liang; Qibin Zhao; Shengli Xie
Adobe PDF(3206Kb) | 收藏 | 浏览/下载：128/38 | 提交时间：2023/09/22
Deep matrix factorization (DMF) diversity hypergraph regularization multi-view data representation (MDR) |
| Regularization by Multiple Dual Frames for Compressed Sensing Magnetic Resonance Imaging With Convergence Analysis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2136-2153
作者: Baoshun Shi; Kexun Liu
Adobe PDF(16304Kb) | 收藏 | 浏览/下载：82/38 | 提交时间：2023/09/22
Bounded denoiser compressed sensing magnetic resonance imaging (CSMRI) dual frames plug-and-play priors regularization |
| GraphCA: Learning From Graph Counterfactual Augmentation for Knowledge Tracing 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2108-2123
作者: Xinhua Wang; Shasha Zhao; Lei Guo; Lei Zhu; Chaoran Cui; Liancheng Xu
Adobe PDF(1627Kb) | 收藏 | 浏览/下载：90/39 | 提交时间：2023/09/22
Contrastive learning counterfactual representation graph neural network knowledge tracing |
| Adaptive Graph Embedding With Consistency and Specificity for Domain Adaptation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2094-2107
作者: Shaohua Teng; Zefeng Zheng; Naiqi Wu; Luyao Teng; Wei Zhang
Adobe PDF(1786Kb) | 收藏 | 浏览/下载：121/50 | 提交时间：2023/09/22
Adaptive adjustment consistency and specificity domain adaptation graph embedding geometrical and semantic metrics |
| Geometry Flow-Based Deep Riemannian Metric Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1882-1892
作者: Yangyang Li; Chaoqun Fei; Chuanqing Wang; Hongming Shan; Ruqian Lu
Adobe PDF(1815Kb) | 收藏 | 浏览/下载：122/41 | 提交时间：2023/08/10
Curvature regularization deep metric learning (DML) embedding learning geometry flow riemannian metric |
| How Generative Adversarial Networks Promote the Development of Intelligent Transportation Systems: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1781-1796
作者: Hongyi Lin; Yang Liu; Shen Li; Xiaobo Qu
Adobe PDF(1497Kb) | 收藏 | 浏览/下载：135/85 | 提交时间：2023/08/10
Autonomous driving generative adversarial network (GAN) intelligent transportation system (ITS) traffic anomaly inspection traffic flow |
| Echo State Network With Probabilistic Regularization for Time Series Prediction 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 8, 页码: 1743-1753
作者: Xiufang Chen; Mei Liu; Shuai Li
Adobe PDF(3459Kb) | 收藏 | 浏览/下载：77/30 | 提交时间：2023/07/20
Echo state network (ESN) noise probabilistic regularization robustness |
| Hyperspectral Image Super-Resolution Meets Deep Learning: A Survey and Perspective 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 8, 页码: 1668-1691
作者: Xinya Wang; Qian Hu; Yingsong Cheng; Jiayi Ma
Adobe PDF(22541Kb) | 收藏 | 浏览/下载：83/19 | 提交时间：2023/07/20
Deep learning hyperspectral image image fusion image super-resolution survey |
