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

14 December 2020

Xu Chen

Papers citing "FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring"

50 / 55 papers shown

Title
Federated Learning for Cyber Physical Systems: A Comprehensive Survey Minh K. Quan P. Pathirana M. Wijayasundara S. Setunge Dinh C. Nguyen Christopher G. Brinton David J. Love H. Vincent Poor AI4CE 51 0 0 08 May 2025
FedSub: Introducing class-aware Subnetworks Fusion to Enhance Personalized Federated Learning in Ubiquitous Systems M. Campana Franca Delmastro 29 0 0 13 Nov 2024
Green Federated Learning: A new era of Green Aware AI Dipanwita Thakur Antonella Guzzo Giancarlo Fortino Francesco Piccialli AI4CE 43 4 0 19 Sep 2024
Demo: FedCampus: A Real-world Privacy-preserving Mobile Application for Smart Campus via Federated Learning & Analytics Jiaxiang Geng Beilong Tang Boyan Zhang Jiaqi Shao B. Luo FedML 28 1 0 31 Aug 2024
FedGlu: A personalized federated learning-based glucose forecasting algorithm for improved performance in glycemic excursion regions Darpit Dave Kathan Vyas Jagadish K. Jayagopal Alfredo Garcia M. Erraguntla Mark Lawley FedML 21 0 0 25 Aug 2024
The Key of Parameter Skew in Federated Learning Sifan Wang Junfeng Liao Ye Yuan Riquan Zhang FedML 31 0 0 21 Aug 2024
Personalized Federated Learning on Heterogeneous and Long-Tailed Data via Expert Collaborative Learning Fengling Lv Xinyi Shang Yang Zhou Yiqun Zhang Mengke Li Yang Lu FedML 37 0 0 04 Aug 2024
Federated Learning based Latent Factorization of Tensors for Privacy-Preserving QoS Prediction Shuai Zhong Zengtong Tang Di Wu 26 0 0 29 Jul 2024
On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and Fairness Shengkun Zhu Jinshan Zeng Sheng Wang Yuan Sun Xiaodong Li Yuan Yao Zhiyong Peng 42 0 0 23 Jul 2024
An Experimental Study of Different Aggregation Schemes in Semi-Asynchronous Federated Learning Yunbo Li Jiaping Gui Yue Wu FedML 38 0 0 25 May 2024
Enhancing Critical Infrastructure Cybersecurity: Collaborative DNN Synthesis in the Cloud Continuum Lav Gupta Guoxing Yao 14 0 0 23 May 2024
Privacy-Preserving Edge Federated Learning for Intelligent Mobile-Health Systems Amin Aminifar Matin Shokri Amir Aminifar FedML 29 8 0 09 May 2024
TrimCaching: Parameter-sharing AI Model Caching in Wireless Edge Networks Guanqiao Qu Zhengyi Lin Fangming Liu Xianhao Chen Kaibin Huang 35 16 0 07 May 2024
pFedLVM: A Large Vision Model (LVM)-Driven and Latent Feature-Based Personalized Federated Learning Framework in Autonomous Driving Wei-Bin Kou Qingfeng Lin Ming Tang Sheng Xu Rongguang Ye ... Shuai Wang Guofa Li Zhenyu Chen Guangxu Zhu Yik-Chung Wu FedML 52 11 0 07 May 2024
Communication-Efficient Large-Scale Distributed Deep Learning: A Comprehensive Survey Feng Liang Zhen Zhang Haifeng Lu Victor C. M. Leung Yanyi Guo Xiping Hu GNN 29 6 0 09 Apr 2024
An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning Jianqing Zhang Yang Janet Liu Yang Hua Jian Cao 74 11 0 23 Mar 2024
SusFL: Energy-Aware Federated Learning-based Monitoring for Sustainable Smart Farms Dian Chen Paul Yang Ing-Ray Chen D. Ha Jin-Hee Cho 8 1 0 15 Feb 2024
Communication-Efficient Multimodal Federated Learning: Joint Modality and Client Selection Liangqi Yuan Dong-Jun Han Su Wang Devesh Upadhyay Christopher G. Brinton 36 10 0 30 Jan 2024
FedRFQ: Prototype-Based Federated Learning with Reduced Redundancy, Minimal Failure, and Enhanced Quality Biwei Yan Hongliang Zhang Minghui Xu Dongxiao Yu Xiuzhen Cheng 41 5 0 15 Jan 2024
FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning Sofiane Bouaziz Hadjer Benmeziane Youcef Imine Leila Hamdad Smail Niar Hamza Ouarnoughi 23 2 0 12 Nov 2023
Personalized Federated Learning via ADMM with Moreau Envelope Shengkun Zhu Jinshan Zeng Sheng Wang Yuan Sun Zhiyong Peng 28 0 0 12 Nov 2023
Federated Learning: A Cutting-Edge Survey of the Latest Advancements and Applications Azim Akhtarshenas Mohammad Ali Vahedifar Navid Ayoobi B. Maham Tohid Alizadeh Sina Ebrahimi David López-Pérez FedML 28 5 0 08 Oct 2023
Recent Methodological Advances in Federated Learning for Healthcare Fan Zhang Daniel Kreuter Yichen Chen Sören Dittmer Samuel Tull ... James H. F. Rudd J. A. Aston Carola-Bibiane Schönlieb Nicholas S. Gleadall Michael Roberts FedML OOD 26 5 0 04 Oct 2023
Heterogeneous Federated Learning via Personalized Generative Networks Zahra Taghiyarrenani Abdallah S. Abdallah Sławomir Nowaczyk Sepideh Pashami FedML 28 0 0 25 Aug 2023
PFL-GAN: When Client Heterogeneity Meets Generative Models in Personalized Federated Learning Achintha Wijesinghe Songyang Zhang Zhi Ding 31 2 0 23 Aug 2023
Collaborative Policy Learning for Dynamic Scheduling Tasks in Cloud-Edge-Terminal IoT Networks Using Federated Reinforcement Learning Do-Yup Kim Dami Lee Ji-Wan Kim Hyun-Suk Lee 20 4 0 02 Jul 2023
FedBone: Towards Large-Scale Federated Multi-Task Learning Yiqiang Chen Teng Zhang Xinlong Jiang Qian Chen Chenlong Gao Wuliang Huang FedML AI4CE 24 11 0 30 Jun 2023
Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive Survey Farhad Pourpanah Ali Etemad 24 4 0 22 Jun 2023
Understanding and Improving Model Averaging in Federated Learning on Heterogeneous Data Tailin Zhou Zehong Lin Jinchao Zhang Danny H. K. Tsang MoMe FedML 30 12 0 13 May 2023
Efficient Parallel Split Learning over Resource-constrained Wireless Edge Networks Zhengyi Lin Guangyu Zhu Yiqin Deng Xianhao Chen Yue Gao Kaibin Huang Yuguang Fang 21 101 0 26 Mar 2023
FLAG: Fast Label-Adaptive Aggregation for Multi-label Classification in Federated Learning Shih-Fang Chang Benny Wei-Yun Hsu Tien-Yu Chang Vincent S. Tseng 6 2 0 27 Feb 2023
Vertical Federated Knowledge Transfer via Representation Distillation for Healthcare Collaboration Networks Chung-ju Huang Leye Wang Xiao Han FedML 17 23 0 11 Feb 2023
Remote patient monitoring using artificial intelligence: Current state, applications, and challenges T. Shaik Xiaohui Tao Niall Higgins Lin Li R. Gururajan Xujuan Zhou U. Acharya 21 185 0 19 Jan 2023
HiFlash: Communication-Efficient Hierarchical Federated Learning with Adaptive Staleness Control and Heterogeneity-aware Client-Edge Association Qiong Wu Xu Chen Ouyang Tao Zhi Zhou Xiaoxi Zhang Shusen Yang Junshan Zhang 22 44 0 16 Jan 2023
Federated Transfer-Ordered-Personalized Learning for Driver Monitoring Application Liangqi Yuan Lu Su Ziran Wang 30 18 0 12 Jan 2023
On the Design of Communication-Efficient Federated Learning for Health Monitoring D. Chu Wael Jaafar H. Yanikomeroglu FedML 19 12 0 30 Nov 2022
Federated Learning for Healthcare Domain - Pipeline, Applications and Challenges Madhura Joshi Ankit Pal Malaikannan Sankarasubbu OOD AI4CE FedML 23 92 0 15 Nov 2022
Try to Avoid Attacks: A Federated Data Sanitization Defense for Healthcare IoMT Systems Chong Chen Ying Gao Leyu Shi Siquan Huang AAML 32 0 0 03 Nov 2022
A Survey on Heterogeneous Federated Learning Dashan Gao Xin Yao Qian Yang FedML 24 58 0 10 Oct 2022
Heterogeneous Federated Learning on a Graph Huiyuan Wang Xuyang Zhao Weijie Lin FedML 52 4 0 19 Sep 2022
Federated Learning for Medical Applications: A Taxonomy, Current Trends, Challenges, and Future Research Directions A. Rauniyar D. Hagos Debesh Jha J. E. Haakegaard Ulas Bagci D. Rawat Vladimir Vlassov OOD 41 91 0 05 Aug 2022
Mobility-Aware Cooperative Caching in Vehicular Edge Computing Based on Asynchronous Federated and Deep Reinforcement Learning Qiong Wu Yu Zhao Q. Fan Pingyi Fan Jiangzhou Wang Cui Zhang 27 121 0 02 Aug 2022
Collaboration in Participant-Centric Federated Learning: A Game-Theoretical Perspective Guangjing Huang Xu Chen Ouyang Tao Qian Ma Lin Chen Junshan Zhang FedML 17 30 0 25 Jul 2022
Advancing Blockchain-based Federated Learning through Verifiable Off-chain Computations Jonathan Heiss Elias Grunewald Nikolas Haimerl Stefan Schulte Stefan Tai FedML 23 29 0 23 Jun 2022
Federated Deep Learning Meets Autonomous Vehicle Perception: Design and Verification Shuai Wang Chengyang Li Derrick Wing Kwan Ng Yonina C. Eldar H. Vincent Poor Qi Hao Chengzhong Xu FedML 13 58 0 03 Jun 2022
Federated Learning for Privacy Preservation in Smart Healthcare Systems: A Comprehensive Survey Mansoor Ali F. Naeem M. Tariq Georges Kaddoum 24 119 0 18 Mar 2022
Personalized Federated Learning with Exact Stochastic Gradient Descent Sotirios Nikoloutsopoulos I. Koutsopoulos Michalis K. Titsias FedML 23 9 0 20 Feb 2022
FedBalancer: Data and Pace Control for Efficient Federated Learning on Heterogeneous Clients Jaemin Shin Yuanchun Li Yunxin Liu Sung-Ju Lee FedML 15 71 0 05 Jan 2022
Federated Learning for Smart Healthcare: A Survey Dinh C. Nguyen Viet Quoc Pham P. Pathirana Ming Ding Aruna Seneviratne Zihuai Lin O. Dobre W. Hwang FedML 17 512 0 16 Nov 2021
Federated Learning for Big Data: A Survey on Opportunities, Applications, and Future Directions Thippa Reddy Gadekallu Viet Quoc Pham Thien Huynh-The S. Bhattacharya Praveen Kumar Reddy Maddikunta Madhusanka Liyanage FedML AI4CE 42 39 0 08 Oct 2021