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KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

This paper presents a newly developed framework for federated learning adapted to crisis management applications on the Android platform. This framework focuses on solving client communication problems during the federated learning ...

Telecommunications

  • 2024
  • Jimp
  • Link
Result

Model-Free-Communication Federated Learning: Framework and application to Precision Medicine

for Federated Learning is proposed that allows performing machine learning and effectivelyThe problem of executing machine learning algorithms over data while complying communication. Unlike the standard federated...

Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

  • 2024
  • Jimp
  • Link
Result

Federated Learning-Based Privacy Preservation with Blockchain Assistance in IoT 5G Heterogeneous Networks

In the area where privacy is of greater concern, federated learning,a distributed machine learning strategy for preserving privacy,is widely employed in several networks (DNN). While searching with neural architecture and federa...

Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

  • 2022
  • Jimp
  • Link
Result

Federated-Learning Based Privacy Preservation and Fraud-Enabled Blockchain IoMT System for Healthcare

These days, the usage of machine-learning-enabled dynamic Internet of Medical has been growing progressively in practice. Machine learning plays a vital role a federated learning-based blockchain-enabled task scheduling (FL...

Electrical engineering, Electronic engineering, Information engineering

  • 2023
  • Jimp
  • Link
Result

Federated-Reinforcement Learning-Assisted IoT Consumers System for Kidney Disease Images

existing machine-learning-enabled mechanisms for processing kidney disease suffer from, the study shows how federated and reinforcement learning schemes can be used to develop of reinforcement learning and the federated le...

Electrical and electronic engineering

  • 2024
  • Jimp
  • Link
Result

KiFramework - A Federated Learning Platform

This paper introduces a developed framework for federated learning on the Android mobile platform, specifically designed for crisis management applications. The framework primarily addresses challenges related to client communication during ...

Telecommunications

  • 2024
  • D
Result

An Explainable Federated Learning and Blockchain-based Secure Credit Modeling Method

federated learning and blockchain-based credit scoring system (EFCS) in this work. First, we propose an explainable federated learning method with controllable machineFederated learning has drawn a lot of interest...

Business and management

  • 2024
  • Jimp
  • Link
Result

Federation, federalisms

, federation, and confederation. It analyzes federation and ts relation to the federalism in detail. There are fundamental methodological approaches to the federalism an federation creation. Federalism...

AH - Ekonomie

  • 2007
  • D
Result

An Android Federated Learning Framework for Emergency Management Applications

In this paper, we present an Android federated learning framework designed specifically for emergency management applications. Our focus is on addressing the challenges related to communication in such scenarios. To overcome the limitations ...

Communication engineering and systems

  • 2023
  • D
  • Link
Result

A Federated Learning-Inspired Evolutionary Algorithm: Application to Glucose Prediction

In this paper, we propose an innovative Federated Learning-inspired that an Evolutionary Algorithm is employed on its own to directly perform Federated Learning Federated Learning frameworks in the literature, ours can effi...

Endocrinology and metabolism (including diabetes, hormones)

  • 2023
  • Jimp
  • Link
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