posted by user: zhangyudong || 2267 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

ICMLA 2024   23rd International Conference on Machine Learning and Applications
ECAI 2024   27th European Conference on Artificial Intelligence
IITUPC 2024   Immunotherapy and Information Technology: Unleashing the Power of Convergence
JCICE 2024   2024 International Joint Conference on Information and Communication Engineering(JCICE 2024)
EAIH 2024   Explainable AI for Health
ICDM 2024   IEEE International Conference on Data Mining
ACM-Ei/Scopus-CCISS 2024   2024 International Conference on Computing, Information Science and System (CCISS 2024)
MEDES 2024   The 16th International Conference on Management of Digital EcoSystems
AIM@EPIA 2024   Artificial Intelligence in Medicine
DSIT 2024   2024 7th International Conference on Data Science and Information Technology (DSIT 2024)