International Conference on Information and Knowledge Technology

فارسی

Home / پانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش

A Novel Decentralized Privacy Preserving Federated Learning Model for Healthcare Applications

Authors :

Saba Ameri¹ Reza Ebrahimi Atani²

1- دانشگاه گیلان 2- دانشگاه گیلان

Keywords :

Decentralized Learning،Edge AI،Federated Learning،Distributed Deep Learning،Privacy Preserving AI

Abstract :

With the increasing use of deep learning algorithms in various fields of science, particularly in healthcare and disease diagnosis, challenges related to data availability are often encountered. In the healthcare industry, due to the sensitivity around patient privacy, data collection is limited. To train a high-quality deep learning model capable of aiding in disease diagnosis, a large amount of data is required, which is difficult to obtain under these conditions. One solution for utilizing healthcare data to train an effective deep learning model is to implement distributed deep learning models, where data remains local but still participates in the training process of proposing a deep learning model. While some implementations of distributed deep learning, such as federated learning, exist, they suffer vulnerabilities in preserving data privacy. The goal of this research is to develop a distributed deep learning model that safeguards user’s privacy from both internal and external attacks while maintaining the quality of the deep learning model.

List of archived papers

Secure Mutual Authentication and Key Agreement Protocol for IoT

Mostafa Sadeghi

شناسایی جایگاه مالونیلاسیون در پروتئین‌ها با بهره‌گیری از استخراج ویژگی و تکنیک‌های پردازش زبان طبیعی

حنانه رجبیون - محمد قاسم زاده - وحید رنجبر بافقی

Violence detection using one-dimensional convolutional networks

Narges Honarjoo - Ali Abdari - Dr Azadeh Mansouri

استخراج ویژگی مجموعه داده‌های پزشکی دارای ابعاد بالا با استفاده از برنامه نویسی ژنتیک چند منظوره

سحر فقیهی راد - دکتر سیده نفیسه آل محمد سحر فقیهی راد - سیده نفیسه آل محمد -

A Deep Learning Framework for Phase-Aware Feature Representation to Improve Sound Source Direction and Distance Estimation

Zahra Abolfazli - Hamid Reza Abutalebi

‌نقشه های شناختی فازی پیشرفته (FCM) رویکردی برای مدل سازی سیستم های پیچیده ی پویا

فریبا اسلامی امیرآبادی - کمال میرزایی بدرآبادی

بررسی تأثیر استقرار استاندارد COBIT در افزایش بهره وری سازمان‌ها (مطالعه موردی: شعب نمایندگی‌های همراه اول، ایرانسل، رایتل)

دکتر محمد ابراهیم سمیع - ساره رحمانیان محمد ابراهیم سمیع - ساره رحمانیان -

Knowledge gap extraction based on the learner click behavior in interaction with videos using the association rule algorithm

Yosra Bahrani - Omid Fatemi

AI-based Message Spam Classification Framework for Secure Autonomous Vehicles Communication

Riya Upadhyay - Mili Virani - Lakshit Pathak - Rajesh Gupta - Sudeep Tanwar - Hossein Shahinzadeh

Application of Artificial Intelligence and Remote Sensing for Oil Spill Detection

َAmir Reza Ziaee - Masomeh Azimzadeh - Parvin Ahmadi

more

Samin Hamayesh - Version 42.5.2