posted by user: zhangyudong || 1996 views || tracked by 2 users: [display]

FMLDH-CMC 2021 : Federated Machine Learning on Digital Health - CMC

FacebookTwitterLinkedInGoogle

Link: https://www.techscience.com/cmc/special_detail/fml_digital-health
 
When N/A
Where N/A
Abstract Registration Due Aug 15, 2021
Submission Deadline Sep 15, 2021
Notification Due Oct 15, 2021
Final Version Due Nov 15, 2021
Categories    machine learning   digital health
 

Call For Papers

Federated machine learning (FML) is a new machine learning technique that trains an algorithm across multiple decentralized edge devices that hold local data samples without exchanging them. FML is a broad field that links many subjects, including distributed computing, collaborative learning, machine learning, edge computing, fog computing, etc. FML is different to traditional centralized machine learning techniques where all the local datasets are uploaded to one device.


Recently, FML shows promising results in solving data privacy problems in digital health, as FML can train the algorithms without exchanging the data. Its ability to train machine learning/deep learning frameworks at scale across multiple hospitals/institutions without moving the data is a critical technology to protect privacy.


The aim of this special section is to provide a diverse, but complementary, set of contributions to demonstrate new developments and applications of FML to solve problems in digital health. The ultimate goal is to promote research and development of FML by publishing high-quality survey and research articles in this rapidly growing digital health field.

Related Resources

smart health 2023   1ST INTERNATIONAL WORKSHOP ON SMART HEALTH
MLDM 2023   18th International Conference on Machine Learning and Data Mining
Distributed ML and Opt. 2023   Distributed Machine Learning and Optimization: Theory and Applications
IJCNN 2023   International Joint Conference on Neural Networks
NAMSP 2023   4th International Workshop on New Approaches for Multidimensional Signal Processing
IEEE ICA 2022   The 6th IEEE International Conference on Agents
PAKDD 2023   The 27th Pacific-Asia Conference on Knowledge Discovery and Data Mining
AIAI 2023   Artificial Intelligence Applications and Innovations
ACM-Ei/Scopus-CWCBD 2023   2023 4th International Conference on Wireless Communications and Big Data (CWCBD 2023) -EI Compendex
SI on FTLA 2023   Special Issue on Federated and Transfer Learning Applications, Applied Sciences, MDPI