Edge-Assisted Democratized Learning Toward Federated Analytics
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2021.3085429
Abstract: A recent take toward federated analytics (FA), which allows analytical insights of distributed data sets, reuses the federated learning (FL) infrastructure to evaluate the summary of model performances across the training devices. However, the current… read more here.
Keywords: toward federated; edge assisted; federated analytics; edge demlearn ... See more keywords
Federated Analytics: Opportunities and Challenges
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Network"
DOI: 10.1109/mnet.101.2100328
Abstract: In this article, we present federated analytics, a new distributed computing paradigm for data analytics applications with privacy concerns. With the advances of sensing, communication, and edge computing technologies, data are massively generated, transmitted and… read more here.
Keywords: opportunities challenges; analytics opportunities; challenges federated; computing paradigm ... See more keywords