International Conference on Information and Knowledge Technology

Please wait ...

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

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

کشف برخط تقلب پیشنهاد ساختگی (Bid-Shielding) در مناقصه و مزایده‌های الکترونیکی هلندی با رویکرد تحلیل شبکه اجتماعی

فاطمه الثلایا - دکتر سید علیرضا هاشمی گلپایگانی فاطمه الثلایا - سید علیرضا هاشمی گلپایگانی -

Knowledge Extraction from Technical Reports Based on Large Language Models: An Exploratory Study

Parsa Bakhtiari - Hassan Bashiri - Alireza Khalilipour - Masoud Nasiripour - Moharram Challenger

Generalized Self-Attentive Spatiotemporal GCN with OPTICS Clustering for Recommendation Systems

Saba Zolfaghari - Seyed Mohammad Hossein Hasheminejad

A Swarm Intelligence Approach to Design Optimal Repeaters in Multilayer Graphene Nanoribbon Interconnects

Majid Sanaeepur - Maryam Momeni

انتخاب ویژگی با استفاده از الگوریتم بهینه سازی ذرات مبتنی بر استراتژی خود تطبیقی دودویی جهت تشخیص بیماری

الهام صالحی - دکتر محمدرضا کرمی ملایی - دکتر حسام عمرانپور الهام صالحی - محمدرضا کرمی ملایی - حسام عمرانپور -

Experimental analysis of automated negotiation agents in modeling Gaussian bidders

Fatemeh Hassanvand - Dr Faria Nassiri-Mofakham

A Biased Random Key Genetic Algorithm for the Dial-a-Ride Problem

ُSomayeh Sohrabi - Koorush Ziarati - Morteza Keshtkaran

A New Sentence Ordering Method Using BERT Pretrained Model

Melika Golestanipour - Seyedeh Zahra Razavi - Dr Heshaam Faili

جایگذاری مقادیر ازدست رفته در داده های سری زمانی چندمتغیره برای پیش بینی مرگ ومیر بیماران با رویکرد یادگیری عمیق مبتنی بر مکانیسم توجه

سید علی هاشمی - سعید جلیلی

more

Samin Hamayesh - Version 45.0.1