0% Complete
English
صفحه اصلی
/
پانزدهمین کنفرانس بین المللی فناوری اطلاعات و دانش
A Novel Decentralized Privacy Preserving Federated Learning Model for Healthcare Applications
نویسندگان :
Saba Ameri
1
Reza Ebrahimi Atani
2
1- دانشگاه گیلان
2- دانشگاه گیلان
کلمات کلیدی :
Decentralized Learning،Edge AI،Federated Learning،Distributed Deep Learning،Privacy Preserving AI
چکیده :
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.
لیست مقالات
لیست مقالات بایگانی شده
Persian Language Understanding in Task-oriented Dialogue System for Online Shopping
Zeinab Borhanifard - Hossein Basafa - Seyedeh Zahra Razavi - Heshaam Faili
پیشنهادات کالیبره شده براساس احساسات استخراج شده از متون مرتبط با آیتم ها
شیوا پارساراد - دکتر سامان هراتی زاده شیوا پارساراد - سامان هراتی زاده -
PeCoQ: A Dataset for Persian Complex Question Answering over Knowledge Graph
Romina Etezadi - Mehrnoush Shamsfard
A novel approach audio watermarking based on (GBT,DCT,SVD)
Mahdi Mosleh
A Graph Attention-Based Autoencoder for Critical Path Anomaly Detection in Microservices
Mahdi Naderi - Hossein Momeni - Shayan Shahini
Inner and Outer Bearing Fault Diagnosis of electrical Motors Using a Proposed Algorithm and Vibration Signals
Vahid Safari Dehnavi - Masoud Shafiee
تولید خودکار موارد آزمون برای پوشش مسیر اصلی با الگوریتم جایا
ُSaba Yadegari - Mohammad-Reza Keyvanpour
طرحی برای تبدیل نمودارهای رفتاری BPMN به نمودار UML و تولید کد از آن
مهدیس صفری - احمد عبدالله زاده بارفروش
A Demand Response Schema in Industry: Smart Scheduling Approach for Industrial Processes
Negin Shafinezhad - Hamid Abrishami - Maryam Mahmoodi
Sentiment Analysis of the Amazon Customers Using the BiGRU Neural Network Enhanced by Attention Mechanism
Sara Sinan Salman al-Abedi - Keyvan Mohebbi
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.2