0% Complete
فارسی
Home
/
پانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
A Novel Decentralized Privacy Preserving Federated Learning Model for Healthcare Applications
Authors :
Saba Ameri
1
Reza Ebrahimi Atani
2
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.
Papers List
List of archived papers
Revert Propagation: Who are responsible for a contagion initialization in a Diffusion Network?
Arman Sepehr - Mohammadzaman Zamani - Hamid Beigy - Shabnam Behzad
بررسی کارآمدی فناوری وب 0.2 در پشتیبانی از فرآیندهای انسان محور و دانش مبنا
سید احسان ملیحی - فاطمه مشایخی کردکلا
A New Method Based on Deep Learning and Time Stabilization of the Propagation Path for Fake News Detection
Fatemeh Torgheh - Dr Mohammad Reza Keyvanpour - Dr Behrooz Masoumi
Extending Interaction Flow Modeling Language as a Profile for Form-making Systems
Ghazaleh Shahin - Dr Bahman Zamani
تاثیر مدیریت دانش مشتری بر توسعه محصول جدید و نوآورانه با رویکرد مدل سازی معادلات ساختاری با استفاده از حداقل مربعات جزئی: مطالعۀ موردی شرکت کاله
دکتر آرش خسروی - سیده فاطمه حسینی - دکتر مرتضی رجب زاده آرش خسروی - سیده فاطمه حسینی - مرتضی رجب زاده -
تشخیص بیماری مزمن کلیوی با استفاده از یادگیرندههای گروهی و انتخاب ویژگیهای مؤثر مبتنی بر الگوریتم بهینهسازی تبادل حرارتی
صبا عارفنیا - مهدی هاشمزاده - امین گلزاری اسکوئی
Predicting Concentration of Particulate Matter (PM2.5) in Hamedan using Machine Learning Algorithms
Anita Karim Ghassabpour - Hatam Abdoli - Muharram Mansoorizadeh - Saeid Seyedi
Aligning the Brick and Mortar cosmetic with digital transformation as the right way to overhaul the In-store Experience
Mehrgan Malekpour - Dr Federica Caboni
A Multi Objective & Trust-Based Workflow Scheduling Method In Cloud Computing Based On The MVO Algorithm
Fatemeh Ebadifard
Identifying Children's Personality Styles through Drawing Analysis using Machine Learning
Maedeh Mosharraf - Faezeh Banabazi
more
Samin Hamayesh - Version 41.3.1