[PDF][PDF] Federated Learning on Internet of Things: Extensive and Systematic Review.
The proliferation of IoT devices requires innovative approaches to gaining insights while
preserving privacy and resources amid unprecedented data generation. However, FL …
preserving privacy and resources amid unprecedented data generation. However, FL …
Federated learning for the internet of things: Applications, challenges, and opportunities
Billions of IoT devices will be deployed in the near future, taking advantage of faster Internet
speed and the possibility of orders of magnitude more endpoints brought by 5G/6G. With the …
speed and the possibility of orders of magnitude more endpoints brought by 5G/6G. With the …
Federated Learning for Internet of Things
The proliferation of the Internet of Things (IoT) and the advancements in machine learning
(ML) have facilitated ubiquitous sensing and computing capabilities, enabling the …
(ML) have facilitated ubiquitous sensing and computing capabilities, enabling the …
Federated learning for internet of things: A comprehensive survey
The Internet of Things (IoT) is penetrating many facets of our daily life with the proliferation of
intelligent services and applications empowered by artificial intelligence (AI). Traditionally …
intelligent services and applications empowered by artificial intelligence (AI). Traditionally …
Federated learning in IoT: A survey on distributed decision making
RT Hameed, OA Mohamad - … Journal of Internet …, 2023 - journals.mesopotamian.press
The proliferation of Internet of Things (IoT) devices has ushered in an era of unprecedented
data generation, necessitating innovative approaches to extract valuable insights while …
data generation, necessitating innovative approaches to extract valuable insights while …
Resource optimizing federated learning for use with IoT: A systematic review
LGF da Silva, DFH Sadok, PT Endo - Journal of Parallel and Distributed …, 2023 - Elsevier
Abstract Recently, Federated Learning (FL) has been explored as a new paradigm that
preserves both data privacy and end-users knowledge while reducing latency during model …
preserves both data privacy and end-users knowledge while reducing latency during model …
Exploring Deep Federated Learning for the Internet of Things: A GDPR-Compliant Architecture
With the emergence of intelligent services and applications powered by artificial intelligence
(AI), the Internet of Things (IoT) affects many aspects of our daily lives. Traditional …
(AI), the Internet of Things (IoT) affects many aspects of our daily lives. Traditional …
Federated learning over wireless networks: Challenges and solutions
M Beitollahi, N Lu - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
Motivated by ever-increasing computational resources at edge devices and increasing
privacy concerns, a new machine learning (ML) framework called federated learning (FL) …
privacy concerns, a new machine learning (ML) framework called federated learning (FL) …
Fliodt: A federated learning architecture from privacy by design to privacy by default over iot
FM Awaysheh, S Alawadi… - 2022 Seventh International …, 2022 - ieeexplore.ieee.org
The Internet of Things (IoT) realized exponential growth of smart devices with decent
capabilities, promising an era of Edge Intelligence. This paradigm creates a timely need to …
capabilities, promising an era of Edge Intelligence. This paradigm creates a timely need to …
A Contemporary Survey of Recent Advances in Federated Learning: Taxonomies, Applications, and Challenges
Abstract The Internet of Things (IoT) has embedded itself in our daily lives, offering smart
services and AI-driven applications. However, traditional AI methods face challenges due to …
services and AI-driven applications. However, traditional AI methods face challenges due to …