Decentralized Learning in Healthcare: A Review
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3281832
Abstract: Recent developments in deep learning have contributed to numerous success stories in healthcare. The performance of a deep learning model generally improves with the size of the training data. However, there are privacy, ownership, and… read more here.
Keywords: healthcare review; learning; decentralized learning; deep learning ... See more keywords
Decentralized Q-Learning for Stochastic Teams and Games
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Transactions on Automatic Control"
DOI: 10.1109/tac.2016.2598476
Abstract: There are only a few learning algorithms applicable to stochastic dynamic teams and games which generalize Markov decision processes to decentralized stochastic control problems involving possibly self-interested decision makers. Learning in games is generally difficult… read more here.
Keywords: decision; teams games; decision makers; learning stochastic ... See more keywords
SPDL: A Blockchain-Enabled Secure and Privacy-Preserving Decentralized Learning System
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2022.3169436
Abstract: Decentralized learning involves training machine learning models over remote mobile devices, edge servers, or cloud servers while keeping data localized. Even though many studies have shown the feasibility of preserving privacy, enhancing training performance or… read more here.
Keywords: system; privacy preserving; decentralized learning; spdl blockchain ... See more keywords
Decentralized Learning Based Indoor Interference Mitigation for 5G-and-Beyond Systems
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Vehicular Technology"
DOI: 10.1109/tvt.2020.3012311
Abstract: Due to the explosive growth of data traffic, and poor indoor coverage, ultra-dense network (UDN) has been introduced as a fundamental architectural technology for 5G-and-beyond systems. As the telecom operator is shifting to a plug-and-play… read more here.
Keywords: interference mitigation; decentralized learning; learning based; interference ... See more keywords
Is there a difference between distance and in-person learning during the COVID-19 pandemic in decentralized settings?
Sign Up to like & getrecommendations! Published in 2022 at "International Journal of Medical Education"
DOI: 10.5116/ijme.6250.020b
Abstract: Objectives This study aimed to explore differences in the effects of online and in-person decentralized learning programs on students' satisfaction, attitudes toward community healthcare, and career intentions. Methods This cross-sectional study used questionnaires administered before… read more here.
Keywords: difference distance; program; person; decentralized learning ... See more keywords