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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：43/14  |  提交时间：2024/03/18
Data privacy  distributed machine learning  federated learning  software frameworks  
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：105/44  |  提交时间：2023/09/22
Contrastive learning  counterfactual representation  graph neural network  knowledge tracing  
Tourism Route Recommendation Based on A Multi-Objective Evolutionary Algorithm Using Two-Stage Decomposition and Pareto Layering 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 2, 页码: 486-500
作者:  Xiaoyao Zheng;  Baoting Han;  Zhen Ni
Adobe PDF(5493Kb)  |  收藏  |  浏览/下载：221/67  |  提交时间：2023/01/16
Evolutionary algorithm  multi-objective optimization  Pareto optimization  tourism route recommendation  two-stage decomposition  
Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 1, 页码: 42-66
作者:  Uichin Lee;  Gyuwon Jung;  Eun-Yeol Ma;  Jin San Kim;  Heepyung Kim;  Jumabek Alikhanov;  Youngtae Noh;  Heeyoung Kim
Adobe PDF(2887Kb)  |  收藏  |  浏览/下载：514/347  |  提交时间：2023/01/03
Causal inference  data-driven analytics framework  digital therapeutics (DTx)  mobile and wearable data  technical and behavioral engagement  
Integrated Inspection of QoM, QoP, and QoS for AOI Industries in Metaverses 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 12, 页码: 2071-2078
作者:  Yutong Wang;  Yonglin Tian;  Jiangong Wang;  Yansong Cao;  Shixing Li;  Bin Tian
Adobe PDF(1477Kb)  |  收藏  |  浏览/下载：236/90  |  提交时间：2022/12/02
Automated Optical Inspection  Metaverses  Quality Inspection  Transformers  
Large-Scale Group Decision Making: A Systematic Review and a Critical Analysis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 6, 页码: 949-966
作者:  Diego García-Zamora;  Álvaro Labella;  Weiping Ding;  Rosa M. Rodríguez;  Luis Martínez
Adobe PDF(11684Kb)  |  收藏  |  浏览/下载：138/15  |  提交时间：2022/05/30
Challenges  large-scale consensus models  large-scale group decision making (LSGDM)  systematic review  
QoS Prediction Model of Cloud Services Based on Deep Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 3, 页码: 564-566
作者:  WenJun Huang;  PeiYun Zhang;  YuTong Chen;  MengChu Zhou;  Yusuf Al-Turki;  Abdullah Abusorrah
Adobe PDF(419Kb)  |  收藏  |  浏览/下载：156/60  |  提交时间：2022/03/09
Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 205-234
作者:  Xin Liu;  Mingyu Yan;  Lei Deng;  Guoqi Li;  Xiaochun Ye;  Dongrui Fan
Adobe PDF(2300Kb)  |  收藏  |  浏览/下载：229/44  |  提交时间：2021/11/03
Efficient training  graph convolutional networks (GCNs)  graph neural networks (GNNs)  sampling method  
Internet of Things for the Future of Smart Agriculture: A Comprehensive Survey of Emerging Technologies 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 4, 页码: 718-752
作者:  Othmane Friha;  Mohamed Amine Ferrag;  Lei Shu;  Leandros Maglaras;  Xiaochan Wang
Adobe PDF(46102Kb)  |  收藏  |  浏览/下载：198/29  |  提交时间：2021/04/09
Agricultural internet of things (IoT)  internet of things (IoT)  smart agriculture  smart farming  sustainable agriculture  
An Overview of Recommendation Techniques and Their Applications in Healthcare 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 4, 页码: 701-717
作者:  Wenbin Yue;  Zidong Wang;  Jieyu Zhang;  Xiaohui Liu
Adobe PDF(1958Kb)  |  收藏  |  浏览/下载：220/51  |  提交时间：2021/04/09
Collaborative filtering (CF)  content-based recommendation  healthcare  recommendation system (RS)