FedHome: Cloud-Edge Based Personalized Federated Learning for In-Home Health Monitoring

Wu, Qiong, Chen, Xu, Zhou, Zhi, Zhang, Junshan·2022·IEEE Transactions on Mobile Computing
DOI 10.1109/tmc.2020.3045266

Cited by (390)

Items 301–390 of 390

  1. Federated Learning with Iterative Synthetic Data Augmentation
    Gustavo S. Guaragna, Joahannes B. D. Da Costa, Aline Souza · 2025 · IEEE/ACM International Conference on Utility and Cloud Computing (UCC)
  2. Personalized Federated Learning With Multigranularity Confidence Alignment for IoT Device Collaboration
    Yuxuan Luan, Lixiang Li, Haipeng Peng, Zilin Zhao · 2026 · IEEE Internet of Things Journal
  3. Federated Learning Meets Digital Twins: Adaptive Multimodal Health Monitoring with Entropy-Based Client Selection
    Pietro Zema, C. Suraci, Antonella Molinaro, G. Araniti · 2025 · International Conference on e-Health Networking, Applications and Services
  4. Federated Contrastive Self-supervised Learning for Human Activity Recognition in Smart Homes
    Hui Chen, Charles Gouin-Vallerand, Kévin Bouchard, Sébastien Gaboury, Hubert Kenfack Ngankam, Maxime Lussier, Mélanie Couture, Nathalie Bier, Sylvain Giroux · 2026 · Lecture notes in networks and systems
  5. Federated Learning Applications in Healthcare Informatics: A Comprehensive Review
    S. M. Ruhul Kabir Howlader, Lu Liu, Xiao Chen, Haiqin Wu, Bo Yuan, Atanu Bhattacharjee · 2026 · ACM Computing Surveys
  6. Energy- and AoI-Aware Hierarchical Personalized Federated Learning for Distributed Edge Systems With Selective LLM Module Exchange
    Faranak Solat, Jin Lee · 2026 · IEEE Internet of Things Journal
  7. Generative AI with federated learning
    Zhuoyu Yao, Dong Yang, Yue Wang · 2026 · Elsevier eBooks
  8. The Conceptualization and Implementation of a Patient Monitoring System Based on the Internet of Things for Use in Telemedicine
    N Muruganandam, E Sindhu, Mulla Safraz · 2023 · International Conference on Artificial Intelligence and Knowledge Discovery in Concurrent Engineering (ICECONF)
  9. Communication Topologies for Decentralized Federated Learning
    Michael Dötzer, Yixin Mao, Klaus J. Diepold · 2023 · International Conference on Fog and Mobile Edge Computing (FMEC)
  10. PFedSKD: Personalized Federated Learning via Self-Knowledge Distillation
    Meiguang Zheng, Zhengjie Liu, Bo Chen, Zijie Hu · 2024 · IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA)
  11. FedHMIR: Unified Framework for Federated Human-Machine Synergy in Personalization-Generalization Balancing Identity Recognition
    Qingyang Li, Yuanjiang Cao, Qianru Wang, Lina Yao, Zhiwen Yu, Jiangtao Cui · 2025 · IEEE Transactions on Mobile Computing
  12. Dynamic Differential Privacy in Hierarchical Federated Learning: A Layerwise Adaptive Framework
    Zhongyuan Qin, Dinglian Wang, Minghua Wang · 2024 · IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom)
  13. Multi-agent Federated Reinforcement Learning for Resource Allocation in UAV-enabled Internet of Medical Things Networks
    Abegaz Mohammed Seid, Aiman Erbad, Hayla Nahom Abishu, Abdullatif Mohammed Albaseer, Mohamed M. Abdallah, Mohsen Guizani · 2023
  14. Proceedings of the 2nd ACM Workshop on Data Privacy and Federated Learning Technologies for Mobile Edge Network
    2023
  15. Personalized Federated Learning with Adaptive Information Fusion
    Liming Chai, Wenjun Yu, Nanrun Zhou · 2024 · Research Square
  16. Collaborative learning
    Lucia Innocenti, Michela Antonelli, Sebastien Ourselin A, Marco Lorenzi · 2025 · Elsevier eBooks
  17. Research on intelligent perception and human activity monitoring for people with inconvenient movement
    Tianping Zhang, Xiaoping Tang, LI Li-jie · 2021 · Journal of Physics Conference Series
  18. Architecture of Wide Area Health Monitoring System
    Xiaohan Liu, Talatu Suri, Xiaoyun Zhao, Shilong Zhang, Ou Li, Yi Yang, Xiaochao Shi, Ping Liang, Kuangyang Shu · 2023 · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
  19. Multi-agent Federated Reinforcement Learning for Resource Allocation in UAV-enabled Internet of Medical Things Networks
    Abegaz Mohammed Seid, Aiman Erbad, Hayla Nahom Abishu, Abdullatif Mohammed Albaseer, Mohamed M. Abdallah, Mohsen Guizani · 2023
  20. FtlSPG: A Federated Transfer Learning Framework for Personalized Safety Protective Gear Detection in Electric Power Industry
    Yimeng Wang, Xiang Ding, Shusen Yang, Cong Zhao, Qing Han, Peng Fei Zhao, Xuebin Ren · 2023 · IEEE Internet of Things Journal
  21. Wearable Health Remote Monitoring System for Elderly Outdoor Fitness
    Lin Zhu · 2024 · The Frontiers of Society Science and Technology
  22. Efficient Task Scheduling for Federated Learning-Driven Image Recognition in Cloud-Edge Collaborative Environments
    Wen Li, Gongyi Xiao, Jing Chen, Chuanfu Zhang · 2023 · International Conference on Computing and Pattern Recognition (ICCPR)
  23. Felinet
    Canshu Lin, Dongbiao He, Zhongxing Ming, Laizhong Cui · 2023
  24. pvFed : Personalized Vertical Federated learning for Client‐Specific Tasks
    Akihito Nishikawa, Tomu Yanabe, Yuiko Sakuma, Yuma Okuda, Hiroaki Nishi · 2024 · IEEJ Transactions on Electrical and Electronic Engineering
  25. Multiple Adaptive Prototypes Learning in Personalized Federated Learning
    Xiaozhen Xu, Chunhui Zhao, Liming Zhu, Jun Zhang · 2023 · China Automation Congress (CAC)
  26. Combining Active Privacy Clustering and Knowledge Merge for Transferable Federated Learning in Wind Power Prediction
    Feiyun Cong, Rong Wu, Wei Zhong, Xiaojie Lin · 2024 · SSRN Electronic Journal
  27. Distributed Data Sanitization Against Data Poisoning Attacks Via Federated Clustering
    Chong Chen, Siquan Huang, Leyu Shi, Yanhong Li, Ying Gao · 2024 · SSRN Electronic Journal
  28. Enhancing Critical Infrastructure Cybersecurity: Collaborative Dnn Synthesis in the Cloud Continuum
    Lav Gupta, Guoxing Yao · 2024 · SSRN Electronic Journal
  29. Edge Based Health Monitoring System: Exploring Architecture, Security Threats and Future Directions
    Ishika, Anish Kumar, Rupinder Kaur · 2024 · International Conference for Emerging Technology (INCET)
  30. Road Supervised Federated Learning With Bug-Aware Sensor Placement
    Jianjun Chen, Shuai Wang, Chenguang Liu, Derrick Wing Kwan Ng, Chengzhong Xu, Qi Hao, Haiyan Lu · 2024 · IEEE Transactions on Vehicular Technology
  31. Merging Subgroup Information to Supplement Personal Information for Personal Federated Learning via Model Clustering
    Xuan Cai, Wenan Zhou · 2024 · Research Square
  32. Efficiency Electrical Power Edge-end Computing with Patch-based Low-rank Transformer
    Mi Zhou, Bin Qian, Xiaoming Lin, Fan Zhang, Yi Luo, Binquan Wu · 2024 · IEEE International Conference on Energy and Electrical Engineering (EEE)
  33. Personalized Medical Federated Learning Based on Mutual Knowledge Distillation in Object Heterogeneous Environment
    Lina Ni, Chenglin Song, Hanmo Zhao, Y. A. Tang, Yunshen Ma, Jinquan Zhang · 2024 · Communications in computer and information science
  34. CoR-FHD: Communication-Efficient and Robust Federated Hyperdimensional Computing for Activity Recognition
    Yong Zhen Guo, Ziwei Zhan, Xu Chen · 2024 · Lecture notes in computer science
  35. Heart Rate Monitoring System
    Harshvardhan Singh, Bharti Bharti, Gunika Sehgal · 2025 · SSRN Electronic Journal
  36. Data Efficient Transformers for Wearable Sensor Analysis in Centralized and Federated Environments
    Jamie McQuire, Paul Watson, Nick Wright, Hugo Hiden, Michael Catt · 2024 · IEEE International Conference on Big Data (BigData)
  37. SecureMed: Federated learning empowered approach for securing medical data
    Aaisha Makkar · 2024 · International Conference on Soft Computing & Machine Intelligence (ISCMI)
  38. Federated Learning for Private Health Data Training
    N Vilas · 2025 · International Journal For Multidisciplinary Research
  39. PFLIC: A novel personalized federated learning-based iterative clustering
    Shiwen Zhang, Shuang Chen, Wei Liang, Kuan‐Ching Li, Arcangelo Castiglione, Junsong Yuan · 2025 · Computer Science and Information Systems
  40. FedSp: Self-Paced Personalized Federated Learning for Clinical Prediction of Multi-Center ICU Patients
    Duanchang Wan, Xuebing Yang, Wen Tang, Wensheng Zhang · 2024 · Asian Conference on Artificial Intelligence Technology (ACAIT)
  41. Artificial Intelligence-Enabled Federated Learning Techniques in Healthcare Sector
    Shivani Sharma, Radhika Gour · 2025 · Advances in Science, Technology & Innovation/Advances in science, technology & innovation
  42. Physical Hazards Detection in Elderly Home Environments Using an Improved FedAdam Algorithm with Quadratic Mean
    Peng Gao, Naji Alhusaini, Jinjun Liu, Liang Zhao · 2025 · Lecture notes in networks and systems
  43. Merging Subgroup Information to Supplement Personal Information for Personalized Federated Learning Through Similar Client Grouping
    Xuan Cai, Wenan Zhou · 2025 · Computational Intelligence
  44. HierCust: Hierarchical Model Customization for Federated Learning as a Service on Heterogeneous Edge Devices
    Jialiang Han, Bangjun Xiao, Young Soo Ko, Xuan Lu, Haiou Jiang, Kun Liu, Gang Huang, Yun Ma · 2025 · Communications in computer and information science
  45. A Comparative Study of Decentralized and Distributed Architectures for Deploying Federated Learning Models
    Saad Mahmoudi, Mohamed Amnai · 2025 · Springer eBooks
  46. SmartFed: Federated learning with collaborative optimization of the model algorithm and data enhancement
    Yan Zeng, Wanyu Hong, Chengchuang Huang, Changhui Jiang, Meiting Xue, Jilin Zhang, Qin Li, Jian Wan · 2025 · ETRI Journal
  47. Verifiable Personalized Mutual-Learning based on Blockchain and zk-SNARK
    Hongyi Bian, Wensheng Zhang, Carl K. Chang · 2025 · IEEE International Conference on Blockchain and Cryptocurrency (ICBC)
  48. Securing Enterprise Data with 4D Security Framework in Advanced Cyber-Physical Systems
    Meenakshi Malik, Vijay Prakash Sharma, Surya Prakash · 2025 · Mechanisms and machine science
  49. Exploiting Fog Computing and Federated Learning in Health Monitoring
    Jaishree Jain, Updesh Kumar Jaiswal, Mani Dublish, Shailendra Pratap Singh, Mradul Kumar Jain · 2026 · Advances in Science, Technology & Innovation/Advances in science, technology & innovation
  50. XAI-based Customer Behavior Analysis for Network Intrusion Detection in Edge Intelligence
    Xiaotong Wu, Chenxi Liu, Wenmin Lin · 2025 · IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech)
  51. Decentralized federated learning with vertical model parallelism and topology construction
    Yang Xu, Zuan Xie, Hongli Xu, Yunming Liao, Zhiwei Yao · 2026 · Computer Networks
  52. PFL-SA: Personalized federated learning with switchable aggregation strategy
    Weidong Jia, Chang‐E Ren, Siyao Cheng · 2025 · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics
  53. A Data-Balanced and Privacy-Preserving Incentive Mechanism for Federated Learning Based on MADRL
    Jialin Guo, Zanbo Sun, Shuai Mu, Zhanbin Li, Anfeng Liu · 2026 · Lecture notes in computer science
  54. DoseMate: A Digital Reminder Solution for Advancing Medical Adherence through SMS Automation using Rule-Based Scheduling, Triggering, and Scheduled Expiry Purge Algorithm
    A. Gomathy, S Shree Harinesh, P Vikram, V C Yuvaraj · 2025 · International Conference on NexGen Networks and Cybernetics (IC2NC)
  55. RASH: Resource Allocation for Smart Homes Considering Privacy Sensitivity of IoT Applications
    Tina Rezaei, Suzan Bayhan, Andrea Continella, Roland van Rijswijk-Deij · 2026 · Journal of Network and Systems Management
  56. AI-agent–empowered edge–IoT framework for personalized health adaptation in special population networks
    Shengjie Yang · 2026 · Discover Internet of Things
  57. Anomaly Detection for Elderly Behaviour Living inSmart Homes using Federated Learning
    Zahraa Khais Shahid, Saguna Saguna, Christer Åhlund, Karan Mitra · 2026 · SSRN Electronic Journal
  58. Federated Learning-Enabled Privacy-Preserving Communication Protocols for Smart Healthcare IoT Networks
    Ravi Teja Potla · 2025 · IEEE International Conference on Information, Communication and Networks (ICICN)
  59. Personalized Hierarchical Federated Learning Algorithm Based on Adaptive Differential Privacy
    Huijuan Jia, Jingyu Zhao · 2026 · Academic Journal of Applied Sciences
  60. DPBGFL: Debiased prototype bidirectional guided federated learning for human activity recognition
    Yifei Bao, Jinghui Zhang, Yi Cheng, Dengyin Zhang · 2026 · Knowledge-Based Systems
  61. Empowering IoT with Federated Learning: A Cross-Domain Survey from Healthcare to Industry
    Shobhit Aggarwal, Arnab A Purkayastha, Jay Tharwani · 2026 · IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)
  62. Secure collaborative management platform applied to IoT Networks
    Okba Ben Atia · 2024
  63. Bridging the Detection–Recovery Gap: A Systematic Survey, Taxonomy, and Closed-Loop Architecture Vision for AI-Driven Trust Management and Cyber-Resilience in Fog–Edge Computing
    GNANA PRASUNA VATTIPALLI, Durgesh Nandan · 2026 · SSRN Electronic Journal
  64. Auction-Driven Utility Maximization for Multiple Federated Learning in Smart Healthcare
    Moirangthem Biken Singh, Ajay Pratap · 2026 · ACM Transactions on Cyber-Physical Systems
  65. Federated TinyML for Lightweight Anomaly Detection in IoMT Using MQTT-Enabled Edge Deployment
    Vaibhav Gollapalli, Seema G. Aarella, Saraju P. Mohanty, Elias Kougianos · 2025 · IEEE International Symposium on Smart Electronic Systems (iSES)
  66. Heterogeneous Federated Learning Model for Recognizing Human Activity
    Nwadher Suliman Al-Blihed, Dina M. Ibrahim · 2026
  67. Leveraging federated learning for mental healthcare: a systematic review
    Lekha C Warrier, Ragesh G K · 2026 · Multimedia Tools and Applications
  68. Federated Learning for Rural Healthcare Diagnosis
    M V G Kartikeya Reddy, Shaik Mohammed Humza, Usama Abdur Rahman · 2026 · International Conference on Innovative Trends in Information Technology (ICITIIT)
  69. Harnessing Asynchrony to Balance Modalities in Multi-modal Federated Learning
    Yiming Ma, Boyi Liu, Zimu Zhou, Yue Wang, Yongxin Tong · 2026 · Lecture notes in computer science
  70. Federated learning for speech and text based depression detection
    Priti Parag Gaikwad, Mithra Venkatesan · 2026 · AIP conference proceedings
  71. Blockchain-enabled plug-in personalized federated learning for new-client wearable construction health and safety monitoring
    Xicheng Zhang, Botao Zhong, Fenghua Liu, Samad M.E. Sepasgozar, Zhenzhao Xia · 2026 · Automation in Construction
  72. Personalized Federated Learning for Wearable Time-Series Health Monitoring: Methods, Challenges, and Future Directions
    Jiahui Zhou, Qirui Tian, Shuanghong Wang, Yan Wang, Xuebin Yue, Hongnian Yu · 2026 · International Symposium on Intelligent Robotics and Systems (ISoIRS)
  73. Multi-source perception early disease monitoring system based on IoT and large language models: research status, layered architecture and future trends
    Boyuan Wang, Xuan Hua · 2026 · Cluster Computing
  74. Aprendizado Federado com Geração de Embeddings para Controle da Heterogeneidade Estatística
    Gustavo S. Guaragna, Joahannes B. D. da Costa, Leandro Aparecido Villas, Allan Mariano De Souza · 2026
  75. A decentralized credit risk prediction method based on federated cost-sensitive learning
    Jin Xiao, Zhongyi Wang, Kuangnan Fang, Xiaoyi Jiang, Dunhu Liu, Shouyang Wang · 2026 · International Journal of Forecasting
  76. FedPKD + : A Prototype-Based Framework for Efficient and Flexible Heterogeneous Federated Learning
    Tong Liu, Feng Lyu, Shucheng Li, Cheng Tang, Yongheng Deng, Conghao Zhou, Huaqing Wu · 2026 · IEEE Transactions on Mobile Computing
  77. Bibliometrics Analysis for Exploring Scientific Evaluation of Federated Learning in Medical Images
    Amita Salaria, Vikas Khullar, Surya Narayan Panda, Muskan Chawla · 2026 · Procedia Computer Science
  78. Empowering Non-IID Federated Learning With Data Augmentation and Data-Free Knowledge Distillation
    Furui Zhan, Ziyu Deng, Ying Liu, Chengwei Zhang · 2026 · IEEE Transactions on Information Forensics and Security
  79. AI-Powered Wearable Devices for Real-Time Health Monitoring: Technologies, Challenges, and Emerging Trends
    Bulus Bali, Favanza Iliya Kwaha · 2026 · Journal of Engineering Advancements
  80. Federated Robustness Analysis of Machine Learning Models for Colorectal Cancer Outcome Prediction
    Fatemeh Akbarian, Narasimha Raghavan Veeraragavan, Jan Franz Nygård, Amir Aminifar · 2026 · International Conference on Federated Learning and Intelligent Computing Systems (FLICS)
  81. Meta-Learning-Based Initialization-Free Aggregation in Federated Learning
    Sergio Perez-Picazo, Hiram Galeana‐Zapién, Edwin Aldana-Bobadilla · 2026 · International Conference on Federated Learning and Intelligent Computing Systems (FLICS)
  82. Dynamic Information Fusion for Personalized Federated Learning
    Wenzheng Bi, Liming Chai, Wenjun Yu, Lihua Gong, Nanrun Zhou · 2026 · IEEE Access
  83. pFedRadar: Personalized Federated Learning for Radar-Based Human Activity Recognition
    Jian Wang, Yang Yang, Shenghui Song, Qi Tan, Yishan Su · 2026 · IEEE Transactions on Instrumentation and Measurement
  84. pFedHNlight: Personalized Federated Learning Based Hypernetwork and Lightweight Local Architecture for Enhanced Privacy
    XiaHui Guo, Hao Wu, Cheng Li · 2026 · International Conference on Electronics Technology (ICET)
  85. A Meta-Learning-Based Aggregation Strategy for Heterogeneous Federated Learning Scenarios
    Sergio Perez-Picazo, Hiram Galeana‐Zapién, Edwin Aldana-Bobadilla · 2026 · Applied Sciences
  86. PPO-Based Resource Allocation for DT-Empowered FedRep in 6G IIoT
    Yiming Luo · 2026 · IEEE International Conference on Smart Internet of Things (SmartIoT)
  87. A Comprehensive Review of Federated Learning for Green 6G-IIoT Ecosystems
    Shubhee Tiwari, Shiva Prakash, Vijay Kumar Tiwari, Durgesh Kumar · 2026 · International Conference on Green Technologies and Sustainable Solutions (GTSS)
  88. A Secure and Efficient Federated Learning Privacy Protection Scheme Based on DCT and Top-k Sparsity
    Cheng Song, Yali Zhang, Weiping Peng, Jiali Shi · 2026 · Annals of Data Science
  89. A Federated Learning Approach with Optimized AutoML for Neurodivergent Disease Classification
    Amritakhi Mohapatra, Sunil Kumar Mohapatra, Suryakant Sethi, Chinmayee Dora, Raj Kumar Mohanta, Sujata Chakravarty · 2026 · International Conference on Intelligent Computing and Sustainable Innovations in Technology (IC-SIT)
  90. Federated TinyML at the Edge
    Soumi Ghosh, D. Rithesh Raj · 2026 · Advances in computational intelligence and robotics book series