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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  
Orientation and Decision-Making for Soccer Based on Sports Analytics and AI: A Systematic Review 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 37-57
作者:  Zhiqiang Pu;  Yi Pan;  Shijie Wang;  Boyin Liu;  Min Chen;  Hao Ma;  Yixiong Cui
Adobe PDF(3690Kb)  |  收藏  |  浏览/下载：367/290  |  提交时间：2024/01/02
Artificial intelligence (AI)  decision-making  football  review  soccer  sports analytics  
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：102/61  |  提交时间：2023/08/10
Autonomous driving  generative adversarial network (GAN)  intelligent transportation system (ITS)  traffic anomaly inspection  traffic flow  
STGSA: A Novel Spatial-Temporal Graph Synchronous Aggregation Model for Traffic Prediction 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 226-238
作者:  Zebing Wei;  Hongxia Zhao;  Zhishuai Li;  Xiaojie Bu;  Yuanyuan Chen;  Xiqiao Zhang;  Yisheng Lv;  Fei-Yue Wang
Adobe PDF(7068Kb)  |  收藏  |  浏览/下载：248/64  |  提交时间：2023/01/03
Deep learning  graph neural network (GNN)  multi-stream  spatial-temporal feature extraction  temporal graph  traffic prediction  
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1361-1387
作者:  Sibo Cheng;  César Quilodrán-Casas;  Said Ouala;  Alban Farchi;  Che Liu;  Pierre Tandeo;  Ronan Fablet;  Didier Lucor;  Bertrand Iooss;  Julien Brajard;  Dunhui Xiao;  Tijana Janjic;  Weiping Ding;  Yike Guo;  Alberto Carrassi;  Marc Bocquet;  Rossella Arcucci
Adobe PDF(17725Kb)  |  收藏  |  浏览/下载：86/28  |  提交时间：2023/05/29
Data assimilation (DA)  deep learning  machine learning (ML)  reduced-order-modelling  uncertainty quantification (UQ)  
Spatiotemporal Input Control: Leveraging Temporal Variation in Network Dynamics 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 4, 页码: 635-651
作者:  Yihan Lin, Jiawei Sun, Guoqi Li, Gaoxi Xiao, Changyun Wen, Lei Deng, H. Eugene Stanley
Adobe PDF(11820Kb)  |  收藏  |  浏览/下载：134/13  |  提交时间：2022/03/09
Complex network,complex system control theory,complex system optimization,temporal network,time-varying system  
Deep Learning Based Attack Detection for Cyber-Physical System Cybersecurity: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 3, 页码: 377-391
作者:  Jun Zhang;  Lei Pan;  Qing-Long Han;  Chao Chen;  Sheng Wen;  Yang Xiang
Adobe PDF(2314Kb)  |  收藏  |  浏览/下载：175/41  |  提交时间：2022/03/09
Cyber-physical system  cybersecurity  deep learning  intrusion detection  pattern classification  
Visuals to Text: A Comprehensive Review on Automatic Image Captioning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 8, 页码: 1339-1365
作者:  Yue Ming;  Nannan Hu;  Chunxiao Fan;  Fan Feng;  Jiangwan Zhou;  Hui Yu
Adobe PDF(56128Kb)  |  收藏  |  浏览/下载：150/21  |  提交时间：2022/08/01
Artificial intelligence  attention mechanism  encoder-decoder framework  image captioning  multi-modal understanding  training strategies  
Scribble-Supervised Video Object Segmentation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 339-353
作者:  Peiliang Huang;  Junwei Han;  Nian Liu;  Jun Ren;  Dingwen Zhang
Adobe PDF(15349Kb)  |  收藏  |  浏览/下载：156/23  |  提交时间：2021/11/03
Convolutional neural networks (CNNs)  scribble  self-attention  video object segmentation  weakly supervised  
Driving as well as on a Sunny Day? Predicting Driver’s Fixation in Rainy Weather Conditions via a Dual-Branch Visual Model 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1335-1338
作者:  Han Tian;  Tao Deng;  Hongmei Yan
Adobe PDF(2400Kb)  |  收藏  |  浏览/下载：139/37  |  提交时间：2022/06/27