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A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 824-850
作者:  M. Victoria Luzón;  Nuria Rodríguez-Barroso;  Alberto Argente-Garrido;  Daniel Jiménez-López;  Jose M. Moyano;  Javier Del Ser;  Weiping Ding;  Francisco Herrera
Adobe PDF(4602Kb)  |  收藏  |  浏览/下载:18/5  |  提交时间:2024/03/18
Data privacy  distributed machine learning  federated learning  software frameworks  
A Novel Tensor Decomposition-Based Efficient Detector for Low-Altitude Aerial Objects With Knowledge Distillation Scheme 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 2, 页码: 487-501
作者:  Nianyin Zeng;  Xinyu Li;  Peishu Wu;  Han Li;  Xin Luo
Adobe PDF(12478Kb)  |  收藏  |  浏览/下载:56/16  |  提交时间:2024/01/23
Attention mechanism  knowledge distillation (KD)  object detection  tensor decomposition (TD)  unmanned aerial vehicles (UAVs)  
A Self-Adapting and Efficient Dandelion Algorithm and Its Application to Feature Selection for Credit Card Fraud Detection 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 2, 页码: 377-390
作者:  Honghao Zhu;  MengChu Zhou;  Yu Xie;  Aiiad Albeshri
Adobe PDF(2674Kb)  |  收藏  |  浏览/下载:37/15  |  提交时间:2024/01/23
Credit card fraud detection (CCFD)  dandelion algorithm (DA)  feature selection  normal sowing operator  
Deep Industrial Image Anomaly Detection: A Survey 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 1, 页码: 104-135
作者:  Jiaqi Liu;  Guoyang Xie;  Jinbao Wang;  Shangnian Li;  Chengjie Wang;  Feng Zheng;  Yaochu Jin
Adobe PDF(3376Kb)  |  收藏  |  浏览/下载:5/1  |  提交时间:2024/04/23
Image anomaly detection, defect detection, industrial manufacturing, deep learning, computer vision  
Corporate Credit Ratings Based on Hierarchical Heterogeneous Graph Neural Networks 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 2, 页码: 257-271
作者:  Bo-Jing Feng;  Xi Cheng;  Hao-Nan Xu;  Wen-Fang Xue
Adobe PDF(2621Kb)  |  收藏  |  浏览/下载:3/1  |  提交时间:2024/04/23
Corporate credit rating, hierarchical relation, heterogeneous graph neural networks, adversarial learning  
Temporal Action Proposal Generation With Action Frequency Adaptive Network 期刊论文
IEEE Transactions on Multimedia, 2023, 卷号: 26, 页码: 2340 - 2353
作者:  Yepeng Tang;  Weining Wang;  Chunjie Zhang;  Jing Liu;  Yao Zhao
Adobe PDF(10095Kb)  |  收藏  |  浏览/下载:10/3  |  提交时间:2024/03/26
Imitating the Oracle: Towards Calibrated Model for Class Incremental Learning 期刊论文
Neural Networks, 2023, 卷号: 164, 页码: 38-48
作者:  Fei Zhu;  Zhen Cheng;  Xu-Yao Zhang;  Cheng-Lin Liu
Adobe PDF(1251Kb)  |  收藏  |  浏览/下载:122/26  |  提交时间:2023/09/12
Class incremental learning  Continual learning  Lifelong learning  
Learning to Adapt Across Dual Discrepancy for Cross-Domain Person Re-Identification 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 2, 页码: 1963-1980
作者:  Luo, Chuanchen;  Song, Chunfeng;  Zhang, Zhaoxiang
Adobe PDF(2539Kb)  |  收藏  |  浏览/下载:206/61  |  提交时间:2023/03/20
Person re-identification  domain adaptation  cross-domain mixup  camera-aware learning  self-paced learning  
Squeezing More Past Knowledge for Online Class-Incremental Continual Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 722-736
作者:  Da Yu;  Mingyi Zhang;  Mantian Li;  Fusheng Zha;  Junge Zhang;  Lining Sun;  Kaiqi Huang
Adobe PDF(7599Kb)  |  收藏  |  浏览/下载:230/94  |  提交时间:2023/03/02
Catastrophic forgetting  class-incremental learning  continual learning (CL)  experience replay  
Online Optimization in Power Systems With High Penetration of Renewable Generation: Advances and Prospects 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 4, 页码: 839-858
作者:  Zhaojian Wang;  Wei Wei;  John Zhen Fu Pang;  Feng Liu;  Bo Yang;  Xinping Guan;  Shengwei Mei
Adobe PDF(2336Kb)  |  收藏  |  浏览/下载:155/28  |  提交时间:2023/03/22
Feedback optimization  Lyapunov optimization  online convex optimization  online optimization  optimization-guided control