FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare

22 July 2019

Papers citing "FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare"

50 / 184 papers shown

Title
FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning Jaemin Shin Hyungjun Yoon Seungjoo Lee Sungjoon Park Yunxin Liu Jinho D. Choi Sung-Ju Lee 40 5 0 25 Oct 2023
An Efficient Imbalance-Aware Federated Learning Approach for Wearable Healthcare with Autoregressive Ratio Observation Wenhao Yan He Li K. Ota M. Dong FedML 22 0 0 23 Oct 2023
Domain Generalization for Medical Image Analysis: A Survey Jee Seok Yoon Kwanseok Oh Yooseung Shin Maciej A Mazurowski Heung-Il Suk LM&MA OOD 46 8 0 05 Oct 2023
Genetic Algorithm-Based Dynamic Backdoor Attack on Federated Learning-Based Network Traffic Classification Mahmoud Nazzal Nura Aljaafari Ahmad H. Sawalmeh Abdallah Khreishah Muhammad Anan ... Mohammed Alnaeem Adel Aldalbahi Abdulaziz Alhumam C. Vizcarra Shadan Alhamed AAML 16 0 0 27 Sep 2023
FedWOA: A Federated Learning Model that uses the Whale Optimization Algorithm for Renewable Energy Prediction Viorica Rozina Chifu T. Cioara Cristian Anitiei Cristina Bianca Pop I. Anghel 22 1 0 19 Sep 2023
FedJudge: Federated Legal Large Language Model Linan Yue Qi Liu Yichao Du Weibo Gao Ye Liu Fangzhou Yao ELM AILaw FedML 30 8 0 15 Sep 2023
Revolutionizing Disease Diagnosis: A Microservices-Based Architecture for Privacy-Preserving and Efficient IoT Data Analytics Using Federated Learning Safa Ben Atitallah Maha Driss Henda Ben Ghézala 13 6 0 27 Aug 2023
A Survey on Decentralized Federated Learning Edoardo Gabrielli Giovanni Pica Gabriele Tolomei FedML 35 26 0 08 Aug 2023
Take Your Pick: Enabling Effective Personalized Federated Learning within Low-dimensional Feature Space Guogang Zhu Xuefeng Liu Shaojie Tang Jianwei Niu Xinghao Wu Jiaxing Shen 32 2 0 26 Jul 2023
Heterogeneous Federated Learning: State-of-the-art and Research Challenges Mang Ye Xiuwen Fang Bo Du PongChi Yuen Dacheng Tao FedML AAML 44 250 0 20 Jul 2023
Federated Learning for Computationally-Constrained Heterogeneous Devices: A Survey Kilian Pfeiffer Martin Rapp R. Khalili J. Henkel FedML 22 66 0 18 Jul 2023
Personalized Federated Learning via Amortized Bayesian Meta-Learning Shiyu Liu Shaogao Lv Dun Zeng Zenglin Xu Hongya Wang Yue Yu FedML 33 3 0 05 Jul 2023
Decentralized Federated Learning: A Survey and Perspective Liangqi Yuan Ziran Wang Lichao Sun Philip S. Yu Christopher G. Brinton FedML 53 85 0 02 Jun 2023
On Knowledge Editing in Federated Learning: Perspectives, Challenges, and Future Directions Leijie Wu Song Guo Junxiao Wang Zicong Hong Jie Zhang Jingren Zhou KELM 49 4 0 02 Jun 2023
Federated Domain Generalization: A Survey Ying Li Xingwei Wang Rongfei Zeng Praveen Kumar Donta Ilir Murturi Min Huang Schahram Dustdar OOD FedML AI4CE 48 29 0 02 Jun 2023
Global Layers: Non-IID Tabular Federated Learning Yazan Obeidi FedML 42 0 0 29 May 2023
Aggregating Capacity in FL through Successive Layer Training for Computationally-Constrained Devices Kilian Pfeiffer R. Khalili J. Henkel FedML 55 5 0 26 May 2023
Generalizable Low-Resource Activity Recognition with Diverse and Discriminative Representation Learning Xin Qin Jindong Wang Shuo Ma Wang Lu Yongchun Zhu Xingxu Xie Yiqiang Chen AI4TS 36 14 0 25 May 2023
Explicit Personalization and Local Training: Double Communication Acceleration in Federated Learning Kai Yi Laurent Condat Peter Richtárik FedML 50 5 0 22 May 2023
Patchwork Learning: A Paradigm Towards Integrative Analysis across Diverse Biomedical Data Sources Suraj Rajendran Weishen Pan M. Sabuncu Yong Chen Jiayu Zhou Fei Wang 57 14 0 10 May 2023
FedHB: Hierarchical Bayesian Federated Learning Minyoung Kim Timothy M. Hospedales FedML 33 6 0 08 May 2023
Model-Contrastive Federated Domain Adaptation Chang’an Yi Haotian Chen Yonghui Xu Yifan Zhang MedIm FedML 41 0 0 07 May 2023
FCA: Taming Long-tailed Federated Medical Image Classification by Classifier Anchoring Jeffry Wicaksana Zengqiang Yan Kwang-Ting Cheng FedML 43 5 0 01 May 2023
Clustered Federated Learning Architecture for Network Anomaly Detection in Large Scale Heterogeneous IoT Networks Xabier Sáez-de-Cámara Jose Luis Flores Cristóbal Arellano A. Urbieta Urko Zurutuza 32 55 0 28 Mar 2023
A Survey on Secure and Private Federated Learning Using Blockchain: Theory and Application in Resource-constrained Computing Ervin Moore Ahmed Imteaj S. Rezapour M. Amini 33 18 0 24 Mar 2023
Visual Prompt Based Personalized Federated Learning Guang-Ming Li Wansen Wu Yan Sun Li Shen Baoyuan Wu Dacheng Tao FedML VLM 23 18 0 15 Mar 2023
A Comparison of Methods for Neural Network Aggregation John Pomerat Aviv Segev OOD FedML 34 0 0 06 Mar 2023
Backdoor Attacks and Defenses in Federated Learning: Survey, Challenges and Future Research Directions Thuy-Dung Nguyen Tuan Nguyen Phi Le Nguyen Hieu H. Pham Khoa D. Doan Kok-Seng Wong AAML FedML 40 56 0 03 Mar 2023
Complex Daily Activities, Country-Level Diversity, and Smartphone Sensing: A Study in Denmark, Italy, Mongolia, Paraguay, and UK Karim Assi L. Meegahapola William Droz Peter Kun A. D. Gotzen ... Marcelo D. Rodas-Brítez Matteo Busso Ronald Chenu-Abente Fausto Giunchiglia D. Gática-Pérez 24 25 0 16 Feb 2023
A Comprehensive Review and a Taxonomy of Edge Machine Learning: Requirements, Paradigms, and Techniques Wenbin Li Hakim Hacid Ebtesam Almazrouei Merouane Debbah 34 13 0 16 Feb 2023
Federated attention consistent learning models for prostate cancer diagnosis and Gleason grading Fei Kong Xiyue Wang Jin-Peng Xiang Sen Yang Xinran Wang ... Xiao Han Yuhan Dong Biyue Zhu Fang Wang Yueping Liu MedIm 43 6 0 13 Feb 2023
Vertical Federated Knowledge Transfer via Representation Distillation for Healthcare Collaboration Networks Chung-ju Huang Leye Wang Xiao Han FedML 35 24 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 29 188 0 19 Jan 2023
Graph Federated Learning for CIoT Devices in Smart Home Applications Arash Rasti-Meymandi S. M. Sheikholeslami J. Abouei Konstantinos N. Plataniotis FedML 29 18 0 29 Dec 2022
AI Security for Geoscience and Remote Sensing: Challenges and Future Trends Yonghao Xu Tao Bai Weikang Yu Shizhen Chang P. M. Atkinson Pedram Ghamisi AAML 40 47 0 19 Dec 2022
Intelligent Computing: The Latest Advances, Challenges and Future Shiqiang Zhu Ting Yu Tao Xu Hongyang Chen Schahram Dustdar ... Tariq S. Durrani Huaimin Wang Jiangxing Wu Tongyi Zhang Yunhe Pan AI4CE 36 117 0 21 Nov 2022
Federated Learning for Healthcare Domain - Pipeline, Applications and Challenges Madhura Joshi Ankit Pal Malaikannan Sankarasubbu OOD AI4CE FedML 25 93 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 34 0 0 03 Nov 2022
Evaluation and comparison of federated learning algorithms for Human Activity Recognition on smartphones Sannara Ek François Portet P. Lalanda Germán Vega FedML 36 11 0 30 Oct 2022
FedFM: Anchor-based Feature Matching for Data Heterogeneity in Federated Learning Rui Ye Zhenyang Ni Chenxin Xu Jianyu Wang Siheng Chen Yonina C. Eldar FedML 34 31 0 14 Oct 2022
Communication-Efficient and Privacy-Preserving Feature-based Federated Transfer Learning Feng Wang M. C. Gursoy Senem Velipasalar 27 2 0 12 Sep 2022
Federated Transfer Learning with Multimodal Data Yulian Sun FedML 24 4 0 05 Sep 2022
Boost Decentralized Federated Learning in Vehicular Networks by Diversifying Data Sources Dongyuan Su Yipeng Zhou Laizhong Cui FedML 15 12 0 05 Sep 2022
A Knowledge Distillation-Based Backdoor Attack in Federated Learning Yifan Wang Wei Fan Keke Yang Naji Alhusaini Jing Li AAML FedML 35 3 0 12 Aug 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 48 91 0 05 Aug 2022
BPFISH: Blockchain and Privacy-preserving FL Inspired Smart Healthcare Moirangthem Biken Singh A. Pratap OOD 35 3 0 24 Jul 2022
Multi-Task and Transfer Learning for Federated Learning Applications Cihat Keçeci M. Shaqfeh Hayat Mbayed E. Serpedin FedML 30 3 0 17 Jul 2022
Collaborative Machine Learning-Driven Internet of Medical Things -- A Systematic Literature Review R. Shaw OOD 26 1 0 13 Jul 2022
Decentralized digital twins of complex dynamical systems Omer San Suraj Pawar Adil Rasheed AI4CE 41 11 0 07 Jul 2022
Federated and Transfer Learning: A Survey on Adversaries and Defense Mechanisms Ehsan Hallaji R. Razavi-Far M. Saif AAML FedML 27 13 0 05 Jul 2022