FedOps Federated Learning Research

1. Multicenter Analysis of Emergency Patient Severity through Local Model Evaluation Client Selection: Optimizing Client Selection Based on Local Model Evaluation
   • Authors: Y. Kim, S.M. Yang, K.Y. Lee
   • Journal: Applied Sciences, 2024, 14(16), 6876
   • Year: 2024
2. A Platform of Federated Learning Management for Enhanced Mobile Collaboration
   • Authors: F. Yusubov, K.Y. Lee
   • Journal: Electronics, 13(20), 4104
   • Year: 2024
3. FedOps: A Platform of Federated Learning Operations With Heterogeneity Management
   • Authors: J. Moon, S. Yang, K. Lee
   • Journal: IEEE Access
   • Year: 2024
4. Research on Optimization Strategies for Random Forest Algorithms in Federated Learning Environments
   • Authors: I.S. Song, K.Y. Lee
   • Journal: The Journal of Bigdata, 9(1), 101-113
   • Year: 2024
5. FLScalize: Federated Learning Lifecycle Management Platform
   • Authors: S. Yang, J. Moon, J. Kim, K. Lee
   • Journal: IEEE Access, 11, 47212-47222
   • Year: 2023
6. Enhancing Privacy-Preserving Personal Identification Through Federated Learning With Multimodal Vital Signs Data
   • Authors: T.H. Hwang, J. Shi, K. Lee
   • Journal: IEEE Access
   • Year: 2023
7. Federated Learning for Clinical Event Classification Using Vital Signs Data
   • Authors: R. Rakhmiddin, K.Y. Lee
   • Journal: Multimodal Technologies and Interaction
   • Year: 2023
8. Prediction Model of Post-TAVR Complication Using a Medical Twin Web Navigator
   • Authors: S.M. Hyun, K.Y. Lee
   • Journal: Journal of Web Engineering
   • Year: 2023
9. A Review on Electronic Health Record Text-Mining for Biomedical Name Entity Recognition in Healthcare Domain
   • Authors: P.N. Ahmad, A.M. Shah, K.Y. Lee
   • Journal: Healthcare
   • Year: 2023

FedOps References

• 🏠 Home page : https://ccl.gachon.ac.kr/fedops

• 📝 FedOps Docs : https://gachon-cclab.github.io/

• 📈 GCCL Medical LLM on Medical FlowerTuneLLM Leaderboard

• 🎥 Enhancing Federated Learning Framework with FedOps for the FL Marketplace @Flower AI Summit 2024

• 🎥 FedOps : Federated Learning Life Cycle management Platform @Flower Monthly Call 2024-1

• 🎥 FedOps @Flower Summit 2023

FedOps Patent

1. Patent application
   • System and method for user-customized artifical intelligence model management(10-2023-0190713)
2. Patent registration

• Personalized management system for telemedicine and controlling method for the same(10-2714528)